{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Setup\n",
    "\n",
    "In this notebook, we demonstrate how to:\n",
    "- setup time series data for this tutorial\n",
    "- visualize the data\n",
    "\n",
    "The data in this example is taken from the GEFCom2014 forecasting competition<sup>1</sup>. It consists of 3 years of hourly electricity load and temperature values between 2012 and 2014. \n",
    "\n",
    "<sup>1</sup>Tao Hong, Pierre Pinson, Shu Fan, Hamidreza Zareipour, Alberto Troccoli and Rob J. Hyndman, \"Probabilistic energy forecasting: Global Energy Forecasting Competition 2014 and beyond\", International Journal of Forecasting, vol.32, no.3, pp 896-913, July-September, 2016."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from common.utils import load_data\n",
    "from common.extract_data import extract_data\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the data. \n",
    "\n",
    "(Note: The following code is designed to run on Azure Notebook. If you are using this notebook in a different environment, you will need to mofidy the code.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = './data'\n",
    "\n",
    "if not os.path.exists(os.path.join(data_dir, 'energy.csv')):\n",
    "    # Download and move the zip file\n",
    "    !wget https://www.dropbox.com/s/pqenrr2mcvl0hk9/GEFCom2014.zip\n",
    "    !mv GEFCom2014.zip ./data\n",
    "    # If not done already, extract zipped data and save as csv\n",
    "    extract_data(data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the data from csv into a Pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-01 00:00:00</th>\n",
       "      <td>2698.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 01:00:00</th>\n",
       "      <td>2558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 02:00:00</th>\n",
       "      <td>2444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 03:00:00</th>\n",
       "      <td>2402.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 04:00:00</th>\n",
       "      <td>2403.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       load\n",
       "2012-01-01 00:00:00  2698.0\n",
       "2012-01-01 01:00:00  2558.0\n",
       "2012-01-01 02:00:00  2444.0\n",
       "2012-01-01 03:00:00  2402.0\n",
       "2012-01-01 04:00:00  2403.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "energy = load_data(data_dir)[['load']]\n",
    "energy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot all available load data (January 2012 to Dec 2014)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "energy.plot(y='load', subplots=True, figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot first week of July 2014"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q8/Kcb76gFr3jEzjYNZ6X59OKk94g4kmJljwnjZes9qCupAD3HmSLKhEREZHWMGmknHvmxDAOd4/jo1eszcpOxsW4rrUKNrMJD7FF9RyZVSTr89ieCqT2aL51ax2eOe7FgC+S1+cmIiIiouVh0kg596MnT6K6yIHbttXl7TmLHFZcsa4CD7/aj2SSLaoZHf0B2MwmrCp35v25b9taj6QE7n+Z1UYiIiIiLWHSSDl1pN+P506O4H27GmG3mPP63G++oAaD/ij2nR7N6/Oq2ZGBAJqqXLDkqeI7XWO5EzsaS/GHA908a0pERESkIUwaKad++uwpOKwmvH1HQ96f+9r1VXBYTXjolf68P7dadfT70VKd3/OM0922tR4nvSEc6uZZUyIiIiKtYNJIOTMSjOKPh/pw29Z6lBTa8v78TrsFV7dU4pG2fsQTybw/v9qMBKMYCkSxvia/5xmnu+mCGjisJtx7sEexGIiIiIhoaZg0Us78+qUuxOJJvH9Xo2Ix3HxBLYaDMbzQyRbVowMBAFC00ljksOL61mo8cKgPsTgTeSIiIiItYNJIORGLJ/GL58/gsqZyrK1UrrJ1VUslnDYzfrz3JELRuGJxqMGRTNKoYKURSK1D8UfieL5zRNE4iIiIiGhxmDRSTjzS1o+hQBQf2LVK0TgcVjM+d/06PHNiGLf84FkcGwwoGo+SOvr9KHfZUe6yKxrHZU3lcNrMeLSNZ03zrdMbxH8/cwpPH/cqHQoRERFpiEXpAEh/pJT4v8+cwupyJ65orlA6HLxv1yo0Vbnxj795Gbd8/1l89S0bcdu2eqXDyruOgYCi5xkzHFYzrmqpxF/aB/HVt0iYTULpkHTttT4/Hm0fwGNtAzg67U2TGzdW44tv3oDakgIFoyMiIiItYKWRsu5g1zgO9/jwvl2NMKkkIdi1thwPf+oybG4oxmd/fxj//IdXkDDQ/sZ4IoljgwG0VCufNALAjRtrMBKK4aVTPGuaS9/523Hc9N2n8f09x1FSaMW/3rwBT33uSnzu+nXY0zGEa7/5FO7aexKTHBRFRERE82DSSFn302dPwe2w4Lat6qrmVRY58MsPXox/uHw1fru/G090DCkdUt6cHgkjGk8qOgRnuivXVcBuMbFFNYeeOT6Mbz9+DDdvrsVL//Na/PYfLsX7d63CSo8TH79qLf72T1fg0tUefP3hDuz+/rPwTUwqHTIRERGpFJNGyqoBXwSPtA3gju0NcNrV1/1sMZvwmeuaYTObsO+McapcHQN+AMoPwclw2i24orkCj7YPIGmgim++DAUi+PRvD2FthQv/ftumWc+xNpQV4ifv3Y7vveNCHOn343f7uhWIlIiIiLSASSNl1Z6OISSSEm+/qEHpUObksJqxsa4IB06PKR1K3nT0B2A2CaytdCkdypQbN1Vj0B/FoZ5xpUPRlURS4tO/OYRgdBI/uHMrCm1zv3kjhMDNm2txUWMZ7n7hjKFatomIiGjxmDRSVj17chjVRQ6sqVBPcjKb7Y1leKXXh2g8oXQoedEx4MeaCifsFrPSoUy5uqUKVrPAo20DSoeiK9/bcxzPnRzBl3dvRHPV4irL79m5El2jYTx51Dgt20RERLR4TBopa5JJiRdOjmDnGg+EUMcAnLlsW1mKWDyJtl6f0qHkxZH+gGrOM2YUF1ixc005Hmnrh5SscGXDcyeH8Z3Hj+PWC+vwd9sXf6b4+tZqVBc58PPnz+QwOiIiItIqJo2UNceGAhgJxXDpGo/SoSxo28pSAMB+A7So+iOT6B2fUM15xulu3FiN7tEJtPf5lQ5F88ZCMXz6N4ewqtyJr75l45LeuLGaTbjz4hXYe8yLk95gDqMkIiIiLWLSSFnz3IkRANBE0ljusmNVuRP7z+g/aTw6kNrNt15llUYAuG5DFUwCbFHNgn99oB2joRi+944Lz2sI1dsvWgGb2YS7WW0kIiKiGZg0UtY8d3IEKz2FqC8tVDqURdm2shQHz4zpvjWyo19dk1On87jsuHiVB49w9cayPPJqPx443IdPXdOE1tri87pGhduON11Qgz8c6EEwGs9yhERERKRlTBopK+KJJF7sHMHONeVKh7Jo21eWYiQUw6nhkNKh5NRr/QEUF1hRXeRQOpRZ3bipGie9IRwfDCgdiiaNBKP4lz+2YVNdMT565ZplXes9l65EMBrHfQd7shQdERER6QGTRsqK9j4/AtE4dmqgNTVje6MxzjV2DPjRUu1W7XCi61urAQCPtbNFdamklPiXP7YhEInj/3vbZljNy/uRfuGKUmyuL8bPnzut+wo8ERERLR6TRsqKZ08OAwAuWa2dpHF1uQslhVbsPzOqdCg5k0xKHB0IYH2N+s4zZlQVObC+pgjPnBhWOhTNefCVfjzSNoDPXNe86PUaC3nPpY046Q3h2fQZZSIiIiImjZQVz58cwboqNyrcdqVDWTSTSWDbilJdD8PxBqMIxxJYU+FUOpR5vWGtBwfPjGMiZoy9mdkwFIjgf/2pDVsaSvD3l63K2nXfdEENPE4bfvrsqaxdk4iIiLSNSSMtWzSewL7To5qYmjrTtsZSdHpDGA3FlA4lJ7pGwwCAFR51J40715YjlkjquuqbbT984iTC0QT+8+82w7LMttTpHFYz3nXJSjzeMcRzpkRERASASSNlwaGucUQmk5o6z5ixfWUZAOCATquNXSPppLFM3RNtL2osg8Uk2BK5SFJK/PW1QVzeXIG1la6sX/+9OxvhsJrw472dWb82ERERaU/ek0YhRJMQIiKE+GX671cKIZJCiOC0j/dOu3+ZEOJ+IURICHFGCPHOGdd7Z/rzISHEH4UQZfn+mozuuZMjMAngYg2dZ8y4oL4YVrPQbYWrazQMIYC6kgKlQ5mX027BhStK8NxJnmtcjBNDQfSOT+CqloqcXL/MacPbd6zAnw71ot83kZPnICIiIu1QotL4AwD7ZnyuT0rpmvbx8xn3jwGoAnAngB8JIVoBIP2/Pwbw7vTtYQA/zPUXQOd6/uQINtYVo7jAqnQoS+awmrGxrhgHdDpBtXs0jJoiB2wW9TcV7FxTjld7ffCFJ5UORfX2dAwBAK5aV5mz5/jgG1YhKYH/fppnG4mIiIwur68khRBvBzAO4PFF3t8J4DYAX5RSBqWUzwB4AKkkEUglkQ9KKfdKKYMAvgjgrUII9W0x16lwLI6Xu8c0tZ9xpu0rS/FKrw/RuP6GsHSNhtGg8tbUjF1ryyEl8HwnW1QX8sTRIbRUu1GbwwpyQ1kh3nxBDX79UhcTeSIiIoPLW9IohCgC8GUAn53l5kohxKAQ4pQQ4lvpZBEAmgEkpJTHpt33MIDW9J9b038HAEgpTyJVlWye5fk/LITYL4TY7/V6s/AVEZDacTiZkJo8z5ixbWUZYvEk2np9SoeSdV2jYdWfZ8zY0lCCAquZLaoL8Ecmsf/0GK5qyV2VMeMfLl+DUCyBu184nfPnIiIiIvXKZ6XxKwD+W0rZPePzHQC2AKgBcDWAbQC+mb7NBWDmK3kfAPcib58ipbxLSrldSrm9oiI354CM6NmTw7CaBbY3liodynnbtjIV+36dtahOxBIYCkQ1kzTaLCZcvLqM+xoX8MzxYcSTMqetqRkbaotwRXMFfvrsaUQm9VeJJyIiosXJS9IohNgC4FoA35p5m5RyQEr5mpQyKaU8BeDzAG5P3xwEMHMreRGAwCJvpxx7oXMUWxpKUGizKB3Keatw29HoKdTdvsaescy6DW0kjQCwa005Or0hDPgiSoeiWns6hlBcYMXWFSV5eb6PXLEGI6EYfn+gJy/PR0REROqTr0rjlQAaAXQJIQYA/A8AtwkhDs5yXwlApP98DIBFCNE07fbNANrTf25P/x0AIIRYDcCefhzl2GQiiSN9fly4QrtVxoz1NUXo9AaVDiOrMjsatXKmEQB2rk21OT/LauOskkmJJ496cXlzRVZ3M87nktVl2NxQgv+ztxPxRDIvz0lERETqkq+k8S4Aa5BqQ90C4L8A/BnA9emVGytESgOA/xfAnwBAShkCcB+ALwshnEKIXQBuAXB3+rq/AnCzEOKy9DnILwO4T0rJSmMenPQGEUsksaFmZrFXe8qcNozpbNhHJmnUSnsqAKyvLkKZ04Znea5xVm19PgwHo7hqXf5a7IUQ+OgVq9E1GsZ9L/fm7XmJiIhIPfKSNEopw+k21AEp5QBSbaURKaUXwFYAzwMIAXgOQBuAT017+McAFAAYAvBrAB+VUranr9sO4CNIJY9DSJ1l/Fg+viYC2nv9AIDWWu0njR6nDWPhGBJJqXQoWdM1GkahzQyP06Z0KItmMglcutqD506MQEr9fC+y5YkOL4QArmjO77nsN26oxpaGEnzj0aMIRPT15goREREtTJHlbVLKL0kp35X+8zellHVSykIpZYOU8pPTK4VSylEp5VuklE4p5Qop5T0zrnVP+vNOKeUtUkp9bmlXofY+PxxWE1ZXuJQOZdlKnTZICfgm9POCuDs9OVUIsfCdVWTnWg8G/BF0DoeUDkV19hwdwub6Enhc9rw+r8kk8KXdrRgORvH9PSfy+txERESkPPVv/CbVau/zoaW6CGaTtpKS2ZSlq3GjoajCkWSPlnY0TrcrvfPzOZ5rPMdwMIpXesZxdR5WbcxmS0MJbt9Wj//77Cndnf8lIiKi+TFppPMipcRr/X5dtKYCgMeZqtyMBGMKR5IdUkpN7WicbqWnEHUlBXj2xIjSoajKU0e9kBJ5WbUxl8/fsA52ixlf/fMRxWIgIiKi/GPSSOele3QCgUgcrbXFSoeSFaVOKwBgLKyPpNEbjCIymdRk0iiEwK61HjzfOcJpndM8cXQIFW67om/UVLod+OTVa7GnYwhPHB1SLA4iIiLKL+0u1yNFtff5AOhjCA4wrdIY0kfS2K3ByanTXbehGr/b34PHO4ZwfWu10uEoLp5IYu8xL65vrYZJ4Xbw9+9ahd/s68ZXHnwNu9aUw2bhe49ERKSMnrEwHmsfRGQygehkAtFEErF4ErXFBdhUX4zW2iK4HValw9QFJo10Xtr7/DCbBNZVu5UOJSsylcZRnbSnanFH43RXt1SittiBX75whkkjgI6BAPyROC7L89TU2dgsJnzxzevxgZ/tx8+fO42/v3y10iEREZHBSClx78FefOmBdgSj8anP2y0mWM2mqc8JAawud2L7yjJ85rpmVBc7lApZ85g00nlp7/NhbYULDqtZ6VCywm4xw2W3YFQn7aldIxMAgPrSAoUjOT9mk8A7L16B//zLMXR6g7qY0Lscmcr+BXXqaAe/uqUKb1hbjp8xaSQiojwbC8XwhftfxSNtA7iosQz/fvsFqCspgNUspibGjwSjeLXXh1d6Uh9/OtyLR9sH8PVbN+FNF9Qo/BVoE/uK6Ly81u/HBp20pmaUOW0Y1Ul7atdoGNVFDk0n9W/b0QCrWeBXL3YpHYriXu31wW23qKrd+Mp1Fegdn8CQP6J0KEREZBB7j3lx/bf34m9HBvHPN7Tg1x++BKvKnbBZTOesGPO47LhyXSU+dU0TfvLe7Xj4U5eh0VOIj99zEJ/57SH4uXN4yZg00pINB6MY9Ed1c54xQ09JY7dGJ6dOV+l24IaNNfj9/m5MxBJKh6Oott7UmzRKn2ecbktDCQDgUPe4wpEQEZER9IyF8YGf7UNxgRX3f2wXPnrlmkWvfVtd4cIfProT/3hNEx443Icbv/00DpwZy3HE+sKkkZasvc8PAKw0qlj3mDZ3NM707ktWwh+J48HDfUqHoph4Iokj/X5sUklrakZrbTHMJoHDPUwaiYgo9+5+4QwkgJ994CJsPI/fiVazCZ+5rhl/+MilMJsEPvTzfRjwsVtmsZg00pJNTU6tUdeL2OXSS9IYmUxgwB/RfKURAHY0lmJdlRu/eOE0pJRKh6OIk94QovHkef2CzKUCmxkt1W4c7vYpHQoREencRCyB37zUjetbq1BXsrx5DReuKMVP378D0XgSn/7ty0gkjfn6YqmYNNKStff5UV9agOJCfY0w9jhtGAnFNJ+c9I5PQEpghUebQ3CmE0LgXZeuRFuv37BtkK/2ppKyjXXqq+xvbijB4Z5xJPkLl4iIcuiPh3rhm5jE+3auysr11lQPIwGLAAAgAElEQVS48G+7W/FC5yh++MSJrFxT75g00pK91ufX3XlGACh12hCLJxHW+Pm5Lo3vaJzp1gvr4LSZcfcLZ5QORRFtvT4U2sxYVa6+CbJb6ksQiMTRORxSOhQiItIpKSV+/txprK8pwo7G0qxd9/Zt9bhlSy2+/fhx7D89mrXr6hWTRlqSYDSOU8MhtNaqq1UuG8qcNgDQfItqt8Z3NM7kslvw1q31eOiVfs1/b85He58PG2qKFn3YP5+2rEgNwzls0CowERHl3gudo+gYCOD9OxvPmZC6XEIIfPUtG1FfWoB//M0h+MKcqDofJo20JEf6U0Nw9FhpLCvUR9LYNRKGw2pChcuudChZ865LViIWT+IPB7qVDiWvkkmJ9j6/6s4zZqypcMFpM3MYDhER5czPnjuF0kIrdm+pzfq13Q4rvvv2CzHoj+Cf731F80eUcolJIy1Je/p8ld4mpwJAmUsnSWN63UY2341T2rpqN5oqXXjplLHaRzqHQwjHEqp9k8ZsEthUX2zY86ZERJRb3aNh/PW1QbzjohU52z29uaEEn79hHR5tH8CjbQM5eQ49YNJIS/Javx9lThuqixxKh5J1nnR76ohOkka9aa5249hgUOkw8iozqVitlUYg9cv2SL8fkUltnwUmIiL1+eULZ1JD8S5ZmdPn+eAbVmN1hRPf/ttxDnebA5NGWpL29BAcPVWxMkrTSeOYhpNGKSW6R/Wxo3Gm5ko3usfCmND4oKKlaOv1wW4xoalSfUNwMi5sKMFkQk61rhMREWVDOBbHr1/qwg2t1ahd5pqNhZhNAv94TROODgbwcFt/Tp9Lq5g00qLF4kkcGwzosjUVANx2C6xmoelK42gohlAsoc9KY5ULUgInhoxTbXy114eWmiJYzOr9Ub25gcNwiIgo++5/uRf+SBzv29WYl+d78wW1WFvpwrf/dpy7G2eh3lcipDrHhwKYTEhdTk4FUlO0ypw2jIaiSody3vS2bmO6pio3AODoYEDhSPIjmZRo7/Vjo8rfpKkucqDSbee5RiIiypp4Ion/s7cTm+qKsX1l9tZszMdsEvj0tU04MRTEQ6/05eU5tYRJIy3akf7Ui/UNNep+EbscpYU2jIa0O3JZz0ljo6cQNrMJxw2SNHaPhRGIxlV9nhFIvdmypaEEh3t8SodCREQ68edX+3F6JIyPX7U2r0eibtpYg3VVbnzncVYbZ2LSSIt20huExSTQ6NFfQpLhcWm70pjZ0Vhfqr/vkcVswuoKJ44ZJGls602dEdyk8qQRSLWonhoOYTys3dZuIiJSh2RS4vt7TqC5yoU3bqjK63Ob0tXGTm8IDxzuzetzqx2TRlq0U94QVngKVX2+arnKnHZNr9zoHp1AucuOAltuxlIrrbnKOBNUX+31wWoWaKpS7xCcjC2Zc42sNhIR0TL95bUBHB8K4uNXrYXJlP/Bi9e3VqOl2o3vPn4C8UQy78+vVvp99U9Z1zkcxOpy9b+AXY6yQqumk8Y+3wTqSnM7YUxJzVUu9I5PIBSNKx1KzrX3+dBc5Ybdov43ADbVF0MIDsMhIqLlkVLie3tOYFW5E2++oFaRGEwmgc9c14xTwyH86RDPNmYwaaRFSSQlTo+EsbrCqXQoOVXmtMMfiWNSo+8s9Y5PoK5Efzs0MzLDcI7rfIKqlBJtvT5s1MjQqSKHFWsqXEwaiYhoWZ485kV7nx8fvXINzApUGTPeuKEKG+uK8I3HOjAc1O6xpWxi0kiL0jc+gVg8idXlOk8aXeldjRo8myWlRN/4BGqL9VxpTCWNej/X2OeLYCw8iY112hk6tbm+BIe6xyElBwcQEdHSSSnxvcePo66kALdeWKdoLEII/PttF2A8PIlP3vMy21TBpJEW6aQ3VdlZpfeksTCVNGqxRXUsPInIZDLnC3CVtKKsEHaL/ieovpo+G6j2yanTbWkoxkgohp6xCaVDISIiDXq+cwQHu8bxkSvXwKqC+RmttcX42q2b8HznCP7jL0eVDkdxyn9HSBNODYcAAKsrdH6m0ZlOGoPaSxr7xlMv1vWcNJpNAmsqXLofhtPe54PZJLBeQ+tttjSk9mjtOz2qcCRERKRF399zApVuO/5uW73SoUy5fVs97rx4BX78VCceebVf6XAUxaSRFqXTG4LbYUF5un1Trzzpr29Ug+2pvemksU7HSSOQGoaj90pje58fayqccFjVPwQnY32NG42eQty1txNJ7rYiIqIlODoQwHMnR/D3l61W3e++/3XzBmxuKMHn/vAKTuh8psJ8mDTSopwaDmF1uTOvC1aVUKrh9tSzlUb9DsIBUsNw+nwR+COTSoeSM0cHAmip1k6VEUjt0fzHa5vQMRDAI20DSodDREQa8rcjgwCA3VuUmZg6H7vFjB/duRU2iwkf+eUBQ0xwnw2TRlqUTm9Q962pAFBaaAUAjGi0PdVuMU212OpVZhjOcZ22qPomJtE7PoGWGrfSoSzZ7s11WFvpwrf+dgwJVhuJiGiR9nQMYVNdMaqK1PnGd21JAb51xxacGArioVeMuYaDSSMtaCKWQJ8vovshOECqWlJSaNXk9NS+8QjqSgp0Xw1uTi+712uLamYybEu19pJGs0ngM9c248RQEA8eNuYvVSIiWprRUAwHu8ZwdUul0qHM67K15SiwmtExoM/XHwth0kgLOjsER/9JI5CaoDqiwfbU3vEJXQ/ByWgoLYTDatLtMJzMLyOttadm3LixGi3Vbnz7b8c4opyIiBb05NEhSAlcs17dSaPJJLC20qXbTqeFMGmkBXUOG2PdRkaZ06bZ6al6P88IpH5oN1W6cXxIn+/0dfT74XZYUFOsze+lySTwT9c14/RIGPcd7FU6HCIiUrk9HUMod9mxsVb9a6aaqly63xU9FyaNtKBT3lSl0UhJo9baU6PxBIYCUUNUGgF9/9BODcFxa7rN+LoNVbigvhjfefw4YnFWG4mIaHaTiSSeOubF1S0VMJnU/3uvucqNoUAUvrB+h/HNhUkjLahzOISaYgcKbRalQ8mLMqf22lMHfVEA+t7ROF1zlRuD/ih8E/r6oS2l1OTk1JmESFUbe8cn8Lv93UqHQ0REKrX/9BgCkTiubqlSOpRFWZcexndMp91O82HSSAvqHA4Z5jwjkK40hmKQUjvTH42yozFDr8NwescnEIjGsU6DQ3BmuqK5AttXluJHT57U1L8lIiLKnz0dg7CZTXhDU7nSoSxKU/r1h167nebDpJHmJaVMrdso1/+6jYwypw3xpIQ/op09PGd3NBojaWyqTL/Tp7PD6EcHtDs5dSYhBG7eXIve8QkM+qNKh0NERCq0p2MIF68ug8uujW62upICOG1mQw7DYdJI8xoJxRCIxA1znhHA1J7DUQ21qGaSRq0OT1mqupICFNrMununLzM5tVkHSSMAtNam2mzb+3wKR0JERGpzejiEk96Q6ldtTCeEwNoqt+5efywGk0aaV6fXWOs2AI0mjb4JlLtscFjNSoeSF6kJqi7dTVDtGAigrqQARQ6r0qFkRUtNEYQA2vv8SodCREQqs6djCAA0lTQCQHOlS3edTovBpJHmdSq9bsNI7akepx2AtpLG3vGIYVpTM5qq3Dg6oK8f2kcH/LpoTc1w2S1o9DjxGpNGIiKaYU/HENZWurDSo63CRHOVG8PBqKZeJ2YDk0aaV6c3BJvZhLpS4yQkpc5UlWc0pJ1zWH3jE4YZgpPRXOXCcDCKMZ380I7GE+j0htBSo5+kEQA21BahvZ/tqUREdFYwGseLp0ZwjcaqjIBxh+EwaaR5nfSGsNJTCLMGdudky9lKozbWOUgp0Tc+YbhKY2P6ncmesQmFI8mOk0MhxJMS6zS+bmOmDTVF6B6d0N16FCIiOn/PHPdiMiFxlQaTxub02g29TXBfCJNGmtep4aChzjMCQIHNjAKrWTOVRt/EJMKxhOGSxnJ3KrkfDmrj+7SQo4OpFk49tacCZ4fhHOlniyoREaXs6RhCkcOCbStLlQ5lyWqKHXDbLYY718ikkeYUTyTRNRrG6grjnGfMKHPaMKKRtsezOxqNMTk1o8KVShq9AX0kjR0DAdjMJt1NKt4wNUGVSSMREaUc7BrHjsYyWM3aS0WEEGiqcrE9lSijZ2wCkwmpuxexi1HmtGnmrFzfeASAcXY0ZpRnkkadVBo7+gNYU+nS5C/Q+VS6Hahw2zkMh4iIAADhWBwnvUFsrCtWOpTz1lzlxvEhVhqJAACd6cmpawzWngqkkkatTMXK7Gg0WtJYYDPDZbfopz11IID1OmtNzWitLeKuRiIiApA6riAlNJ00NlW5MRqK6eY1yGIwaaQ5ZXY0rjLQuo0MLbWn9o1PwGYxwZPeL2kkFW67LtpTx8MxDPgjWKfTpHFDTRFODAURjSeUDoWIiBTW1pvqPNlYp93Bb80GnKDKpJHm1DkcQkmhdWrZvZFoqT21N71uQwjjTLjNKHfZdPEuX8dA6peOXpPG1tpixJMSxw02NICIiF6vrdcHj9OG6iLtzmI4O0HVOL/XmDTSnDq9QUOeZwRSSWMolkBkUv2VkdS6De3+4F0OvVQaj6aTxvU12n3XdT5nh+GwRZWIyOja+vxorSvW9JvdlW47ihwWVhqJAODUcAirDdiaCmCqujoWVn+1sW88gtpiY51nzCh32TEcVP/3aCEdAwGUFFpRmV4jojcrywrhsls4QZWIyOCi8QSODwawsVbbb5IKIVLDcFhpJKOLxZMYCkTRUGbMZCSTNI6oPCGZTCQxGIgYbghORrnLDt/EpObPynUM+LGuyq3pd13nYzIJrK9xc4IqEZHBHRsIIp6Umh6Ck9FU5cbRwQCklEqHkhdMGmlWg/4IpEwtMDWizFAZtU9QHfClvk91Bk0aK9KVObUn9/NJJiWODQR025qasaGmCEf6/UgmjfHLlYiIXq8tfUxhY632k8bmKhd8E5O6OCazGEwaaVb9vtTuvxqDtj2WaiRpNOq6jYzMrkYtD8PpHZ9AKJbQ7RCcjNbaYoRiCZwZDSsdChERKaSt1we3w6KLTrZ16WE4xwzSosqkkWbV70slI0atNJY70xUstSeNvkzSaMzvU6bSqOV3+U56U79smir1fX6Yw3CIiKitz4+NtdoegpPRNJU0GmMYDpNGmtVUpdGgFayiAgssJoERlVew+sZT3yfjVhpTFWEtVxq705W3FZ5ChSPJraYqFywmwWE4REQGNZlI4ki/X9P7Gacrd9lQWmjF8SEmjWRg/eMTcDsscNktSoeiCCEEPC6b6ttTe8cn4HHa4LCalQ5FEZn2VC1XGrtGw3BYTahw6XNyaobdYkZTFYfhEBEZ1UlvELF4UhdDcIDUa8WmKjfbU3NFCNEkhIgIIX457XPvFEKcEUKEhBB/FEKUTbutTAhxf/q2M0KId8643pyPpfPX54sYtjU1o8yp/nUOqR2NxqwyAoDDaobbYVH992k+XaNhNJQW6qJVZyEbaopYaSQiMqi23tTP/1YdDMHJWFvpQqeXSWOu/ADAvsxfhBCtAH4M4N0AqgCEAfxwxv1j6dvuBPCj9GMW81g6TwO+iGGH4GSUu2wYCam7gpVKGo2d3Fe47PBquD21a3QCK8r03Zqa0VpbhOFgFEOBiNKhEBFRnrX1+lBoM2NVuVPpULKm0m3HWHgS8URS6VByLq9JoxDi7QDGATw+7dN3AnhQSrlXShkE8EUAbxVCuIUQTgC3AfiilDIopXwGwANIJYnzPjZfX5Ne9fuYjHicNlWvcpBSonfM2JVGACh32zXbniqlRPdoGA0GSRrPDsNhtZGIyGja+3zYUFMEs0k/nTWe9NGS0bB6Xy9mS96SRiFEEYAvA/jsjJtaARzO/EVKeRKpymJz+iMhpTw27f6H049Z6LEzn//DQoj9Qoj9Xq93+V+QjkXjCQwHY6guMnYy4nHZVT0Ixz8RRyiWMOyOxowKl12zg3DGwpMIRuOGqTRmksYj/UwaiYiMJJmUaO/z6+Y8Y0Zmr7eaiwzZks9K41cA/LeUsnvG510AZs5g9wFwL3DbQo89h5TyLinldinl9oqKivMI3zgGfakX4DUGrzSWOW0IxRKITCaUDmVWA/5Ui19VkbG/TxUarjR2ZSanGiRpLHJYUVJoxYCP7alEREZyaiSEcCyh26RR7YMTsyEvozGFEFsAXAvgwlluDgKYOXu3CEAAQHKe2xZ6LJ2nqd1/PNMIILWrUY3VvEwVtFznUzcXUu6yIRCJIzKZ0NwU2S6DrNuYrsKl3SSfiIjOT1tvqsajl3UbGZn2VK12PC1FvvYpXAmgEUBXekKgC4BZCLEBwKMANmfuKIRYDcAO4BhSSaNFCNEkpTyevstmAO3pP7fP81g6T/3ppLHa4NNTPc7UD4KRYFSVSWNm+EuF26ZwJMqqcJ/9gV1fqq3kK7OjsUFjcS9HOZNGIiLDae/zw24xYW2FS+lQsmqqwMD21Ky5C8AaAFvSH/8F4M8ArgfwKwA3CyEuSw+++TKA+6SUASllCMB9AL4shHAKIXYBuAXA3enrzvnYPH1dutTvyyyMN3jSqPIfBJk1E6w0ZpJGdX6f5tM1EkaF244Cm7YqpMtR4db2tFsiIlq6tl4fWmqKYDHra0V8kcMKi0moftp+NuTlOyelDEspBzIfSLWVRqSUXillO4CPIJUADiF1HvFj0x7+MQAF6dt+DeCj6cdgEY+l89A/HkFxgRWFtnwVotWpXOUtByPBKCwmgSKHVelQFDX1fdJg9aprNGyY84wZFW67Jr9XRER0fqSUaOv1YWOtvlpTAcBkEihT+bT9bFEkK5BSfmnG3+8BcM8c9x0F8JZ5rjXnY+n89PsmUGPw1lQgNQgHUO/h5uFgFB6XDSYdja4+H5n2VC1Wr7pGw7hoVZnSYeRVhduOUCyBUDQOp93Yb0wRERlBz9gE/JG47obgZJQ5bZrsdloqfdWIKSv6fREmjQAKbWY4rCaMqDZpjBm+NRU420astepVLJ5Ev2/CMDsaM9RewSciouxq70sNwdlQo79KI5D6vTbK9lQyon5fBDUqHPySb0IIeJzq3QE4EoxOTe0yMrvFjOICq+YqjX3jE0hK46zbyJiqDGssySciovPTMRCAEEBz1es24umCx2VTbYEhm5g00jkikwmMhmKoMfjuv4xyl3r71FOVRmNPTs0od9lUm9zPxWg7GjMqWGkkIjKUowMBNHqcuh365nHaVftaMZuYNNI5Mku3WWlMKXPaVDkRS0oJbzA69QLc6LS4xsGwSSMrjUREhnJ0IIB1Oq0yAqlKYzCa2hetZ0wa6Rx96R2NtTzTCCC1tHVUhe8eBaNxxOLJqfN8RlfhtmvuEHr3aBg2iwmVbmMl/mVOG0yCSSMRkRFEJhM4PRLCumodJ43pwYl6b1Fl0kjnyFQaq5k0Aki9ezQcikFKqXQo5+COxnOVu7S3xqFrNIyG0gLDTb81mwTKnNzVSERkBMcHg0hKoEXPSWP6tdiIzn+vMWmkc/Rn2lOL2Z4KAOVOO2LxJILRuNKhnCNzHoyDcFIq3HYENNYaYsQdjRkVbu21ExMR0dJ1DPgBQN+VRhcrjWRAfeMTKC206vaw8lJN/SBQWetj5t0sDsJJyZzt1EoiIqVE14jBk0aV/ZsiIqLs6xgIwGE1YaXHqXQoOVPuzFQa9f17jUkjnWPAF0E1q4xTylTap555wc1BOClTw1U00hrim5hEIBo33I7GjHKXTXPtxEREtHRHBwJoqnTDrOOjGGcLDPr+vcakkc7R54twCM405SrtU8+84C51stIITFsYr5FEJDM51ahJY6Y9VW1nhYmIKLs6BgK6bk0FgEKbGQ6rSXUFhmxj0kjn6PdNcAjONGrtUx8ORlFaaIXVzH/CAFDuTn2ftFJpNOq6jYwKlx2xRBL+CXWdFSYiouwZCUYxHIzqeggOAAgh4HHadb9/mK84acpELIHx8CRquaNxylR7qsp+EIwEY5ycOo3Hmak0qiu5nwsrjZl24ojCkRARUa4cHQgAAFqqixSOJPc8LhvPNJJx9Kd3NNaw0jjFbjHDbbeobgfgcDDKHY3T2CwmlBRaNfMuX/doGB6nDS67RelQFHF2cJG6/l0REVH2dKSTRr23pwKpXY2jKutKyzYmjTSlnzsaZ+Vxqe8HwXAwykrjDBUu7axx6BoNG7bKCGhvcBERES3d0YEAPE7b1M98PfO47KrrSss2Jo00JZM01nJ66jk8LjtGQur6QcD21Ncrd2nnPIGRdzQC05JGjST5RES0dB2D+h+Ck+Fx2TAciul6wBuTRprSP55qT2Wl8Vwep7r61COTCQSice5onCG1+0/9SchkIom+8Yihk8biAiusZsGkkYhIp5JJiWMGmJyaUe60IxZPIhjV74A3Jo00pc8XQZnTBofVrHQoquJx2VR1pjFTTWOl8VzlLrsmVm70j0eQSEpDJ41CCFRoqDJMRERL0zUaxsRkQveTUzPODk5Uz+vFbGPSSFMGfBMcgjMLj9OOsXAMyaQ6Wg4yP5CYNJ6r3G1DKJZAOKbud/mMPjk1o9ytnTOoRES0NGeH4Oh/ciqg3hVt2cSkkab0+yKo4XnG1/G4bEgkJXwTk0qHAuBspZHTU8+Vmcip9rUbUzsaPcZOGrU0uIiIiJbm6EAAQgDNVS6lQ8mLzBv5eh6Gw6SRpqSSRlYaZ/JkfhCoZBgO21NnV66RiZxdo2FYzQLVRcb+t6aVM6hERLR0Rwf9WFFWiEKbMVZLsdJIhhGOxeGbmERNibFfyM6mPN2nrpZzjcNsT53V2d1/6k5EukfDqC8thNkklA5FURXu1HjyhEravomIKHs6BgJYV2WM84zA9DON6n4NshxMGgkA0DfOdRtzKXOp63DzcDAKp82MAhsHFk2XWeOg9uEqPWNh1Jfy31m5y46kBMbC6vh3RURE2RGZTOD0cMgwQ3AAwG4xw+2wqKbAkAtMGgkAMJDe0ch1G6/ncaqtPTU21YpJZ5U5bRBC/ZXGoUAUVQZvTQWMuavxz6/048r/eAKfuOcgnjrmZZWVSIe6R8P4+1/sxzvuegHxRFLpcBRxYiiIpARaaowxBCfD47Tpuj3VGI3GtKA+X2pHIyuNr1daaIUQ6qk0jgSjbE2dhdVsQmmhTdWVxmRSwhuITiVMRjY9aVxfo3AwOZZMSnzzr8fw/SdOoLnKhWdODOOhV/pRXeTAW7fW4c5LVqKuhD97ibQsGk/gJ0+fwvf2HEcyCcQSSdzzUhfec2mj0qHl3dnJqcapNAKpGRijKikw5AIrjQTgbKWxqpgvZmeypJMR9VQao/A4OTl1NuUudSeN4xOTiCclKpk0auYM6nIFIpP48N378f0nTuCO7Q148JNvwItfuAY/vHMr1te48V9PncStP3hW1wuhifTuuZPDuPE7T+M/HjuKq9ZV4snPXYlLV3vwzb8ew7gBW/A7+v2wW0xo9DiVDiWvPE6bagoMuTBvpVEIcTeABftnpJTvyVpEpAhvIIqSQivsFp6Tm02Zin4QDAdj2N5YpnQYqlSh8t1/Q4HUmzOsNGpn2u1ynB4O4UO/2I9TwyH82+5WvOfSlRAiNQDppk01uGlTDQ6cGcVtP3oed+3txD9d16xwxES0VB0DfrzrJy+ivrQQP33/Dly1rhIA8L9u3oA3ffdpfOfx4/jXm1sVjjK/jg4G0FTlMtzAN4/LjoNd40qHkTMLVRpPADiZ/vABeAsAM4Ce9GNvAaDf/zoG4g1Ep975p9dTy7tH8UQSY+EY21PnUO6yq/oQeiahrXTzTKPTZkaB1YxhFSf5yyGlxMfvOYjhYBR3f+AivHdn41TCON22lWW4eXMt7tp7cqrjg4i04/f7e2A2Cfzx47umEkYAWF9ThDt2rMDdz5/BiaGgghHmX6c3hDUVxtjPOF25y4bRUBRJnZ5XnzdplFL+W+YDQDOAN0kp75RSfkFK+S4AbwKwLh+BUm4N85zcvMpddlW0p46GY5Ay9YOJXk/tC+OH/KnYWGkEhBC63tXY3udHe58fn33jOuxcWz7vfT9//Tokk8A3/3o0T9ERUTZMJpL406FeXNNSNbVyYbrPvrEZBVYzvvbn1xSIThnxRBID/oghp4SXOW1IytRRFD1aypnGSwC8MONzLwK4NHvhkFK8QQ7nmI/HpY6JWMMB7micT7nbjonJBEIqPR+WSZB4pjFF7e3Ey/G7/d2wWUzYfUHtgvdtKCvEe3euxO8P9OBIvz8P0RFRNjx93IvhYAxv3Vo36+3lLjs+dU0TnjjqxZNHh/IcnTIGA6n9u3UlhUqHknee9Gszve5qXErS+DKArwshCgAg/b9fA3AoF4FRfnGi4/w8TjvGw5OYVHh8dqbayaRxdmofrjLkj6LQZobTzsHVQKpirtbv1XJEJhP448u9uKG1GsWF1kU95hNXNaHIYcXXHz6S4+iIKFvuPdCLMqcNV05rS53pvTsb0egpxFf/fETx1xD50DuWmsZvxEpjebrarIYiQy4sJWl8H4BdAHxCiEGkzji+AQCH4GhcKBpHOJZg0jiPsnQ76JjCPwgyk0E9bE+dVWa4ilonqHqDUVYZp6lw21X7vVqOv742CH8kjrdtb1j0Y4oLrfjUNU14+vgwnjrmzWF0RJQNvvAk/npkELs318JmmfvltM1iwv980wacGArif/z+MHw6bV3M6B0PAwDqDJg0nq00GjxplFKellLuBLAWwG4Aa6WUO6WUp3MVHOVH5kUbq1dzy7x7pPSQFbanzi9z1lOticiQP8I3Z6apcDkwFp5ELK6vd99/t78bdSUF2LnGs6THvfuSlVjpKcTX/3wECZ0OUiDSi4de7UMsnsRtW+sXvO+16yvx6Wub8NAr/Xjjt57CEx36bVXtGU1VGo24ezbzhr4aZmDkwpL3NEopuwC8BKBHCGESQnDXo8Zl2sP4YnZumXePRpWuNIaisJlNKHKwvXE20xfGq1Gq0iJ8/TkAACAASURBVMjJqRmZ75eefsH2jk/gmRPDuH1bPUxLHDdvs5jwzze04OhgAPe/3JujCIkoG+490IPmKhc21hUteF8hBD59bTP++LFdKC6w4v0/24fP6bTq2Ds+gXKXDQ6r8Va4lRbaIITyBYZcWXTCJ4SoFULcL4QYARAHMDntgzRsKmlk9WpOann3aDgQg8dlm3V0PwFl6R/YXpX+wPb6eXZ4ukxlWK1J/vm490APpARu37Zw9WE2N26sRku1Gz95uhNSstpIpEanhkM42DWOt26tX9Lv4031xXjwk2/Ax69ag/te7sUt339Gd50WveMThqwyAoDZJFBaaOMgHAA/BhADcA2AIICtAB4A8JEcxEV5lJnoyBezc/OopT2Vq1HmZTGb4HGqc7jKRCyBQDTOf2fTqL0yvFTJpMQfDvRg5xoPGsrOb3KgEAIf2LUKHQMBPH9yJMsRElE23HewByYB3Hrh7FNT52O3mPG561vwrTu24PRIGM936uvfee/YhCHPM2aoZa93LiwladwJ4ANSykMApJTyMIAPAvhsTiKjvBkORGESmHXHEKUUOaywmITi7x6NhKLc0biAcpc6h6uwDfz1KlQ+uGipXjw1iq7R8JIG4Mxm95ZaeJw2/Pczp7IUGRFlSzIpcd/BXuxaW46qovM/bnB9axVcdgsefqU/i9EpS0qJ3vEJ1Jcab91GhsdlU/woU64sJWlMINWWCgDjQogKACEAS3+bhVTFG4yizGmHeYnnb4zEZBIoU8G7R6n2VCYd81Hr7j9vMAKAOxqnK1f5ipSl+v3+brgdFtywsXpZ13FYzbjzkpV4vGMInd5glqIjomx48dQoescnzrsFPcNuMePa9ZV47LUB3azi8AajiMaThm1PBVIzMIZ1dE5/uqUkjS8CuCn958cA/BbAfQD2Zzsoyi/uaFwcj8uu6O4dKWW60sjv1XzUWmkc8rPSOJPDaobbYdFF0hiITOLhtn7s3lyblQEQ775kJWxmE3723OnlB0dEWXPvwR647Ba8ccPy3hwCgJs21WA8PIkXdNKimtnRaOSksVwFBYZcWUrS+G4AT6X//GkATwBoA/DObAdF+cWkcXHKXTZFB+H4J+KYTEi2py6g3GXDcDCquiEimbPDnJ56rgq3feq/jZbtPTaMyGQSb92aneabCrcdu7fU4vf7e+ALc94ckRoEo3E8/Go/3rSpBgW25b85dHlzBZw2Mx5+VR8tqr3j6aTRyGcaXXb4JvS3SgpY2p7GcSnlaPrPE1LKr0gp/1lKqY//pxvYcDDGRGQRlG5P9XKf5qJUuO2ITCYRjMYXvnMeeXl2eFYVLvvU/lEtOzYYgEkArbXFWbvmB3atwsRkAr/e15W1axLR+XvocB/CsQTetmN555YzHFYzrllfhcfaBxHXQYvqVKXRwElj5nf8WFj7v9dmWsrKDasQ4t+EEKeEEBEhRGf673wFpGFSSlYaF6nSbcegP6JYBWuYSeOiZP77KD3pdqYhf6q1mGeHz6WXSuOJoSBWlBVmdTfZhtoiXLrag58/d1o3Z56ItOx3+7uxttKFrStKsnbNmzbVYDQUw4unRrN2TaX0jk/A7bCgyGFVOhTFZIowemxRXUp76jcAXAvgHwBsRmrVxtUA/j0HcVGe+CfiiCWS3NG4CPWlhYjGk4olI1NJo5vv08xHrWscvEG+OTMbtQ4uWqoTQ0GsrXRn/boffMMq9PsieLRtIOvXJqLFOzEUwMGucdyxvSGru5KvXFeBQpsZf9ZBi2rvmLEnpwKYGlao9F7vXFhK0vh3AHZLKf8ipTwqpfwLgFsBvC03oVE+ZCY68sXswurT7RY9Y2FFnj/zrpXHye/VfM5WGtX1A3soEOHk1FmUu+wIRuMIx9TVTrwU8UQSncNBrK10Zf3aV7dUYlW5Ez95ulN153SJjOS3+7phMQncmqVzyxkOqxlXt1TisbYBJJLa/jfeMzZh6CE4wNm93kavNM71tgp7rTTMmz5LxErjwjLvnnWne/bzbTj4/7N35/GNndX9+D+PdkuWZMuSLe/bzNizZPaZQPYBAqEQCAmEsBRoSylLKRAKtAUKbeDLl34LhdCUFn5AWwolBJJAaKCQfYGQ2SezeBaP902SLVuLrf35/SFdjzPxJumuuuf9es3rlYyke58ZjaV77jnPObQnbj3UOvuPysCXp9bMcDGGZuaRznJslCBoNBgY3n99F46PzuEnh0dFPz4hZG2pTA73HxnDqzY3SLJF5A+uaMR0PIXfD2i3i+qlGY06DxpVeuNaDMUEjfcBeIgx9hrG2GbG2E0AHiz8PtEoYS8RXcyuTelMYyiWhMdhoT1xa6i1W2Bg6gpCsjmOUCxFnVOXIWRfAyp6v4p1IZCfpbixQfygEQDesqcVe9tr8cWHz1TkhQghavdY3xSm4yncvq+82YwrOdBTjyqztruoRhYyiCUzus80umwmWEwGVV2DiKWYoPGTAB4BcA+AwwC+gfzYjU9IsC4iE+EfNQWNa3NYTfA4LBhVLNOYotLUdTAaGDwOdc1qDM+nkM1x+jlbhhBIC3MstUgIGrt90gSNBgPDl269AvFkBnf94rQk5yCErOzegyNocFlx3UafJMevshhxoNeHX52c0myJ6uhs/oa6njunAgBjDH6XDZORhNJLEZ1ptQcZY6+47LeeKPxiAIR/1dcAeEzshRF5BKNJmI0M7ir9droqRkttlWJBYzCaRL2Lgo71UFtzFSEgoj2NLyX8mw5EtfsFe34qiuaaKjisq36llmVjgxMfvGEDvv7oedyyqxkHeupXff5oeB533nscM/Mp7G2vxd4OD/a216K9zi5qEw9CKt3kXAJPngviAzd0w2QsJtdSnD+4ohEPvzCJg4MzeFlXnWTnkYowbkPv5akA0OCyYnJOu99pK1nrG+47K/y+EDAKwWOXaCsisgrF8mMA6CJifVpqq9A3GVXk3MFoEl1ehyLn1hpvtQVBFW1CpzLwlXnsFpgMTNPlqecD0jTBudwHD3Tjf16YwGceOIlff+y6FYPUo8Nh/Ol/HkYyk8Xe9lr88uQkfnRwBADQXmfHve97OfxuKpUmZD1+emQUOQ7cvlec2YwrOdBTD4vJgMf7ApoMGoUb6novTwWABpcNJ8fmlF6G6Fa9ZcI571zhV1fhVyfnnAJGDaPmHMVprbVjNLyAnMzlIzRPszg+pxUhFQUhgUKZCu1pfCmDgcFbbdVseWoux9EflCdotJqM+NKtV2BsdgFf/c25ZZ/z8+PjeOu3noPdYsQDH7wK3/uj/Tj62Rvx649dh7veuBXDM/P44fPDkq+VkEqQy3H8+NAIXtblQXudtDdtHVaTotVM5RqbXYDNbKBmfQD8LhumIsmK63gtXS0N0YRgNIlGuuO8bi21VUhlcgjFkqh3yff3tjhPk4LGdfFV5wfGc85VkUWnTOPq6l1WzZanjs0uIJHOSdI5dTn7Ojx4x5Vt+N6zA6ipMqOppgpepxV1DgseOTOFrz1yHvs6avFvf7h38eLNYGDY1ODEpgYnHu0L4N6Dw/iLV2yQtNSOkErwzIUQhqbn8ZFXbpTlfI1uGybmNBo0FsZtqOE7V2l+tw0L6SwiiUxFbf+ioFHnQrEktre4lV6GZiwduyFn0EjzNIvjc1qRyuQQTWbgsin/gR2IJOG0mlBlMSq9FFWqd1o1e3f9fCBfri5V59TlfOq1vTg4OIOvLJNtvHV3M7506xWwmpb/t/b2/W143/cP4/GzQdy4pUHqpRKiWZxzfOU359DktuF12xtlOWeDy4bfX5yR5VxiG5tdQHPhGknvhOvDqUiCgkZSGbI5jul4SpKZQ5Vq6diNPe21sp1XKN2joHF9hH/TwWhSFUFjMEalxavxOW04Mjyr9DJKInRO3eBzynZOl82M//3odYglM5iOpTAdTyIYTcFqNuCGTb5V7/S/orce9U4r/vv5YQoaCVnFI2cCOD4yiy/ftvJNGLE1um2YiiSQzXHNjdcam13AtmZKQgD58lQg30RpU4N83w1So6BRx2gMQPGaF4NGebMiQnkjdd9cHyFoDEWTko1BKEYwQkHjauqdVszEU0hlcrCYtFUyeX4qBp/TCrdd3psTjDE4bWY4bWZ0FNEgy2Q04K37WnHP4xfymQFqWkHIS+RyHF/59Vl0eh24bbc0sxmX43dXIZPjmJZ5C0y55lMZzMRT1Dm1wL8k01hJtPXtTERFMxqLZ7eY4K22YDQ8L+t5L71X2vkSUZLwbzqoklmNlGlcnTB2Q02zNdfrfCAm235Gsbx1Xys48rPnCCEv9dCJcfRNRvHRV22Ude/vYoZKY8EGjdt4MeE7jYJGUjFC1JyjJM2FDqpyCkSTsJgMcNmoOGA9vNX5BiBq6aAaiCSoc+oqhL8brY3d4JyjX6ZxG2JqqbXj+k0+/PjgCDLZnNLLIURVMtkcvvbIefT6nbh5e5Os5xYaE05obMbf6CyN21jKZjaixm7WXPC/FgoadUzIXtGexuIo0RI7GE3CR/M0163WboHRwFSRaYwnM4insnRzZhVC2XVAY1+wU5EkosmM5jKNAPC2/W2YjCTwxNmg0kshRFV+emQUA6E47rxxEwwy7yts0GhZo5BpbKZM4yJh7EYlkS1oZIz9F2NsgjEWYYydY4y9t/D7HYwxzhiLLfn12SWvszLGvlt43SRj7M7LjvtKxlgfY2yeMfY4Y6xdrj+T1lF5amlaaqswJvOsxmA0uVjuQNZmMDDUOSwIRVNKL2Xx54z2o65M+LettUyj0Dl1Q732Gh0sbYhDCMlLZrL4+iPnsaO1RpFGUXUOC8xGprlM49jsAkwGRhU1SzS4bJoL/tciZ6bxSwA6OOcuAG8A8AXG2J4lj9dwzqsLv+5a8vufB7ARQDuAAwA+yRi7CQAYY14A9wP4LAAPgEMA7pX8T1IhgtEkqsxGOGgMQFFaa+1IZXOyZrGETCNZP5/Tqoo9cjSjcW3eaisY017QuNg5VYOZRrPRgNv3tuLxswGMz2pz3AkhYvvh74cxPpfAJ17do0hlj8HA0OCyYVJrQWN4AY01Ns11fJWSX4Pv41pkCxo556c458IVAS/86l7HS98F4C7OeZhzfgbAtwG8p/DYrQBOcc7v45wnkA8wdzDGekVdfIUKFZpzUMljcYSN3iMz8jXDCUQTFHQUyVttVUV5qjAuhTLFKzMbDfDYLQhGtfUFez4QQ43dvLiHVmuEhjg/ooY4ROc45/iv54bwpYf7cFV3Ha7eUKfYWrQYbIyG59FSQzMal2pw5W9cV9K+cVn3NDLG/oUxNg+gD8AEgIeXPDzEGBtljH2vkEEEY6wWQBOA40uedxzA1sJ/b136GOc8DqB/yeNLz/0+xtghxtihYJD2cAD5DIhWL3aU1FIYXivXvsZUJofwfJrKPorkrbaqohGOEAhRpnh1Pqd1McDWigtT+c6pWr3x1uqx40BPPb7/u0HMLaSVXg4hioglM/jIj47hMw+exFUb6vDPb9+t6M+0323TXAOVsdkF2s94mQa3DTkOhGLKb5MRi6xBI+f8gwCcAK5Fvqw0CSAEYB/y5ad7Co//oPASoeZnbslh5grPER5f+tjljy8997c453s553t9Pl/5f5gKEIzSGIBStCzOapQn0zgdp/LGUuTLU1PgXL69p8sJRJMwGRhq7XSDZjX1Lpv2ylOD2uucerk7b9yE2YU0/vXJfqWXQojs+iYjeMM3nsEvTozjE6/pwXffvQ8eh7Kf1X6XDRNzC4p/d61XKpNDIJqkzqmX0er4lNXI3j2Vc57lnD8DoAXABzjnMc75Ic55hnM+BeDPAbyaMeYCECu8zLXkEC4A0cJ/xy577PLHySooaCyNzWyEt9oqW6ZRyL7Qe1Ucb7UFqWwOkYWMousIRpPwVltl78KnNfVOKwIaKk+djiUxE09psgnOUtua3bhlZzO++8wAJuZobyPRh7n5NL76m3O45Z5nEU1m8MM/fRk+dGCDKj6n/W4bEmnlv7vWKx/gUufUywmdcLVWarwaJUdumLD8nkbh1grjnIeRL2PdseTxHQBOFf771NLHGGOOwjFPgawqnc2XPNK4jdK0euQbu0HdN0sjBNnBmLIf2AHqfLsu9YXMcFbGrsTlOF9ogqPFcRuX+/irN4Fz4Ku/Pqf0UgiRVDiewld+fRbXfPkx3P3oeRzoqcfDf3EtXtal3B7GyzW688HXREQbN3GEcRstlGl8Ea2OT1mNLEEjY6yeMXYHY6yaMWZkjL0GwNsAPMYYu5Ix1sMYMzDG6gDcDeAJzrlQdvqfAD7DGKstNLj5UwD/XnjsAQDbGGO3McZsAP4WwAnOeZ8cfy4tmy7UWFP2qjQttXaMyFSeSt03SyPsIQwqPHaDOt+uT73TimyOYyaujf0f5zXcOfVyLbV2vPuqdvzkyCj6JiNKL4cQ0eVyHHc/eh7XfPkxfOOxC7h2kxe//Mi1+OY796juu9Xvzq9HKxmqsVma0bgcYXwKBY3F4wA+AGAUQBjAPwL4KOf8ZwC6APwK+ZLSk8jvc3zbktd+DvnmNkMAngTw/zjnvwIAznkQwG0Avlg47pUA7pDhz6N5izMa6WK2JC21VRifXZAlKyKUp9ZR06KiCBcCSo/doEzj+tQX7spqpUS1PxCDw2JEo7syGlR96MAGOK0mfPmXdM+VVJZcjuPTD57EV39zDtdt8uF/P3od/uUde7C58fLdTergL2QatRI0BharoSrjs1AshsLcykra02iS4ySF4O76FR77bwD/vcprkwD+uPBruccfAUAjNooklOyp7Q6bVrTUViGd5QhEE4ulJFIJxhKosZthNdE8zWJ4FzONygWN+cwZZRrXQyi/DkSTL21/rULnA1FsaHBqtnPq5WrsFvz5Kzbg/zzch9/2h3BVt1fpJRFStlyO428eeAE/OjiCDx3oxl8qNH+xGPXO/NzaCY0EjcFoEk6rCVU08/slGlxWyjQS7QsVSvZoT2NpWmUcuxGMJmk/YwncVWaYDEzRTON0LIkcB3wuugO7FuEudVAjYzf6A3F0+xxKL0NU73p5B5prqvB/f9mHnEb2lhKyklyO41M/PYEfHRzBX7xigyYCRiA/t9ZbrZ1gIxBNwEfVNMtq0ODMzdVQ0KhTtE+uPHKO3aAut6UxGBi81VZFM40BKgNfN6GEVwvlqclMFlPRBNo8lTXM2mY24s4bN+HE6ByevhBSejmElCyb4/jET07gvsOj+MgrN+JOjQSMgka3TVOZRrqxvbwGl01z84dXQ0GjTgWjSThtJtjMVE5QiqZCl7CRGekzjQFqpFIyr9OiaKZRuDlDexrXZjMb4bSZNDGrcSycbzEvVBxUktdtb4TZyPDbfgoaiXZ97ZFz+OmRUXzsVZvwsRs3Kb2comkpQxWIJuGj/YzL8rttiCYziCe1MT5lLRQ06hRlr8pjMxtR77RKnmnknOfv4lF5Y0l81fkxDkqhhlPFqXdaNXFXVihLb6nAboE2sxE7Wmrw/MCM0kshpCQDoTj+7cmLeNOuZnzkVRuVXk5JGt3aaaBCmcaV+YVZjRp5L9dCQaNOBWNJ2s9YppZa6Wc1RpMZJDM5CjpKpHR56mLQSF+o61LvtGmiPFUYt9NaYeWpgn2dHrwwOoeFVFbppRBStL9/6BQsJgP++rXa7ZHod9swt5BW/c9gLJnBfCpL33ErEKqMtLI/dS0UNOpUiDKNZWv12CUPGoWsC71XpfE5rZiOJxVr6iF0laMy8PWpd1k1UZ46MrMAs5EtDm+uNPs7PcjkOI4Oh5VeCiFFefTMFB4/G8RHX7VR0xU6WslQBRfHbdA1ynKE95GCRqJpNHC8fHLMaqQP5PJ4q61IZznmFtKKnD8Uo5szxah35oNGztXduXM0PI+mmioYDdpprFGMPe21YAx4fpBKVIl2JNJZ/N1Dp7GhvhrvvqpD6eWUxV+Y/zoxJ33fhHIEIjS+bTXC+zg5p/6boetBQaMOJdJZRJMZ+iEvU0utHZkcl/ROIHW5LY+38PemVDOcYJTKwItR77QhlckhsqDupgEj4YWKbIIjcNnM2NLoon2NRFO+/dRFDM/M4/M3b4XZqO3L28VMo8qb4QQWb2xrN6srJbvFBKfNRJlGol3UnEMci2M3ZqRrhkN74soj/BufUqi5SpAyjUXRytiN0Zl5tHoqrwnOUvs6PDgyHEYqk1N6KYSsaWx2Afc8cQF/cIUf12z0Kr2csi1mqFQebFA11NoaXDYKGol2UfZKHEKmQcp9jYFoAhajAe4qs2TnqGRtdfn3aFjCwH41tHe4OMLflZr3Nc6nMpiOp9BSwZlGALiy04NEOoeT43NKL4WQNX3xf04DAD79ui0Kr0QcdosJ7iqzJjKNZiNDjZ2uUVbid2mnE+5aKGjUIcpeiaOxxgaTgeFCMCbZOYTRKFoaSqwmjS4brCYDBkLSvUcrSaSziCQy8FZbZD+3VgklTmrONFbyuI2l9nZ4AIBKVInqTcwt4OEXJvG+a7vQXFM5P5d+lw0TKg8ahf4YdI2ysgaXDVMqfx/Xi4JGHaKgURxWkxFbm904JGGziGA0ubgvjxTPYGDoqHNgIBSX/dwhyugXTShPVXJMylpGZip73IbA57Siy+fAQQoaicodHMx3+b1xi1/hlYjL71Z/WWMgmqDvuDX43fkGb0p1cRcTBY06JFzMehyUASnX/o5aHB+ZQyItzSwl6nJbvk6vUkFjCgAFjcXIjycxLI6aUaPFoLHCy1OBfInqwcGZirjYIZXr8OAM7BYjNjc6lV6KqDSTaaQmOKtqcNmQyXFMx1NKL6VsFDTqUDCahMdh0Xx3MTXY1+FBKpvDC2PS7PsJRpOL2RdSmk6fA8Mz88hk5W3oIWTLqHvq+jHGUO+0qXpP42h4ATazQRdlx/s6PIgkMjg7FVV6KYSs6OBgGLvbamGqsGsav9uGUCyJtMzfXcWga5S1NVTQrMbK+gkj60LZK/FIue8nnc1hZj5F71WZOuscSGc5xmfl/cCmMvDS5Gc1qvfLdSQ8j5Zauy728OzvpH2NRN0iiTT6JiPY21Gr9FJE1+i2gXP1NgZLZ3OYjtM1ylq0Mj5lPSho1CEaOC4ej8OCDfXVkuxrnImnwDkFHeXq9DkAABdlboYjlIHXOej9K0a9y6raiyQAGJlZQGuFN8ERtNTa0eS24XkJ922T5WWyOZyfiuKh4+P42iPn0DcZUXpJqnR0eBY5ns+KV5qGxcHw0nVoL8d0YQsGZRpXp5XxKethUnoBRH7BWBJ72ip/P45c9nV48IsT48jmOIwG8bIPwr4umn9Uno66fNA4EIrjhh75zhuMJlFjN8Niontzxah32vD0uZDSy1jRaHgee9orL6uxkv2dHjzbPw3OuS6yq0p77uI0/v6h07gQiCG1pCzx58fG8fBHroXNbFRwdepzaHAGRgPDztYapZciusbFoFGdN9GEihDKNK6uzmGBgQGBCgga6WpGZzjni2MciDj2ddQimsjg7KS4+36CscIHMr1XZfFWW+C0mjAoczMcKgMvjc9pRTSZwUJKmuZS5ZhbSCOSyKDVo49MIwDs6/QgGE1iaFqZWad6ks1xfPqBFzA7n8IfXdOBf3rrDjz8F9fiO+/ei4uhOO55/ILSS1Sdg4Mz2NLogsNaeTmQRlf+c2ZCpZlGYQtGvYsa4azGZDTA57RWRKaRgkadiSUzSKRzFIiISCiLOTQkbgkX7YkTB2MMHV4HLsocNFIZeGmEzLoa9zXqqXOq4Era1yibX52cRH8wjr953Wb89Ws34027WrClyYVXbm7Arbua8c0n+kW/Oall6WwOx0ZmK3I/IwC4qvLdpNW6Fy5A1yjr5nfZMKniruDrRUGjztAYAPG11Fah0W0T/aJKKE+l96p8nV4HBqdlzjTGktQ5tQTCXWs17mscDeeDxhYdBY3dvmp4HBb8noJGSeVyHN947Dy6fQ68dlvjSx7/zOu3wFVlxl/dfwJZGoECADg1HkEinavI/YxA/oZno7tKtRmqxRvb9D23pnqXjcpTifbQGADxMcawtyM/z4xz8b7Mg7Ek3FVmWE20h6VcnV4HRsMLSGbkK3mkMvDSLGYaVXhXdjScLxPTU3kqYwx722txZDis9FIq2iNnptA3GcWHDmxYdm+8x2HBZ1+/GUeHZ/GD3w8psEL1ERrQ7a3gPcYNLquKM40J1NK+/XXJZxrV+T4Wo/KKwMmqqORRGvs7avHQ8XGMhhfQ6hEnC0FBh3g6vQ5wDgxPz2Njg/QDoOPJDOZTWXr/SqD28lSn1QR3lVnppciqx+/EI2emkMxkK/4m1s+Pj+Ovf3oCycyLZ+O9dV8rvnDLNkmaAXHO8Y3HLqC9zo437Gha8Xm37GzG/UfG8A+/OosbtzSg0a2fmxfLOTg4g/Y6e0XvqWt0V6m2NDwQoWuU9fK7bZidTyORzmq6mRXdHtCZIHW7ksQ+Cfb9BKNJ6pwqkk7vpQ6qchDGbVBGv3i1dgtMBqbK8tSR8AKaa6t010W0y+dArnDTpZJNziXw6QdeQIfXgT+7vmvx12uvaMQPfj+M7zwzIMl5nzwXxAtjc/jgDd2rDqhnjOGLt1yBTC6HT/30BfRNRpBR8eB3KXHOcWgwjL3tlVmaKvC7bQhEE8ipsCQ5GEui3lm5AbuY3rCjCfe9/+WidthXAmUadSYUS8FoYKi1W5ReSkXZVO+Ey2bCwcEZ3LanRZRjBqJJ7GqrvDbiSuiQOWikjH7pDAaGeqcVUyosyRoNz6O9MMJFT7q81QCAi6G4LJl6JXDO8TcPvIB0Nod73r578TNDeCydyeFLv+zDlkYXrtrgFfW833jsApprqvCmXWt/d7TV2fGpm3rxdw+dxlPngqgyG7G1yYUrWtx4x5Vt2FBfme/P5QZCcUzHUxXbBEfgd9mQznJMx1Oq+z4JRJLY36m/z8NStHrsolWhKYkyjToTjCbzLzP4rwAAIABJREFUM2M0frdDbQyGS/saxbA4GoUyVaJwV5lR57DI1gxHyDTS+1eaFo8dI2F1ZbU45xiZWdBV51RBly9/YXgxKG8zKTk9cHQMj/UF8InX9L4oYATyGb5/vH0HurwOfOiHRxYbIonhd/3TODwUxvuv71r33rA/uroTj338evzTW3fgjv2tAIAf/n4Y7/2PQ0jrJPN4aCi/x3ZfpQeNhVmNUyrbD8c5L2Qa6TtOTyho1JkgjQGQzL4OD/qDcUzHyi+ri6eyWEjTnjgxdXgdsl30LjacclJGvxSttXaMzKhrNtl0PIWFdFZXTXAETpsZPqcVF4MxpZciiUAkgb976DT2tNfiPVd1LPucaqsJ33rXXmRyHH/2/cOizRG9+7HzqHda8Za9rUW9rstXjTftasHnbt6Kn3zgKtzz9t0YnJ7HvQdHRFmX2h0anEGt3YxuX7XSS5GUv7Bfc0JllReRhQxSGRrfpjcUNOoMNVeRjnDH8+Bg+V0GhdbM9S56r8TS6XXIWp5qYECdg96/UrR57JiMJJBIy9ftdi3CjEY9jdtYqkuBWady4Jzj0w+eRCKdxT+8efuqe446vQ58/Y6dOD0RwV/ff6LsbtkHB2fw3MUZ/Nn13WU3x3jl5nrs66jF1x89j/lUpqxjacGhwTD2tHsqfn9xYyHTODmnrptoQqMyup7UFwoadSYUo5JHqVzR4obFZFhsA14OocU2bTIXT6fXgUA0iXhS+guqYCwFj8Oq+U3vSmmry2fzhBEXaqDHcRtLdfmqKzLT+PPj4/jN6Sl8/NWb1pW1ekVvA+581SY8eGwcPz8+Xta5v/HYBXirLXj7/rayjgPkS2j/6rW9CEaT+K5EDXvUIhRL4mIoXvGlqQBQV22FycBUN65BqKahaxR9oaBRR3I5jlAsCS/dGZKE1WTEztYaUfY1HhudBQBsaXSVfSySJ2cH1WA0CW81laaWqq3QMEDI7qmBsMdSr5nGbp8D4fk0wvGU0ksRTS7HcdcvzmBnaw3+5Jqudb/ugwc2YHuLG1/8nzOIJtIlnfvYyCyeOhfEe6/tQpVFnBb8e9o9uHFLA/71yYuYqaD36XKHCtU8ezsqu3MqABgLjcHUVp4aoGZvukRBo47MLaSRznLKNEpof4cHJ8cjmFso7UJCcGRoFl0+B2odFHiIRQga5WiGQ3uHyyN0mRtWU9A4s4BauxnVVn02HV9shhOqnGzj2OwCQrEk3rqvtaiqAKOB4a43bkMwlsTXHzlf0rn/+bHzqLGb8c6XtZf0+pV88jU9mE9lcM/jF0Q9rpocHpqBxWTAtmZ93FT1u22L1UdqsZhppC00ukJBo44EY3RnSGoHeuuRzXE81jdV8jE45zgyHMbutsovvZFTR2FUwoAMzXBCtHe4LL5qK2xmg6qCxtHwfEW0TC+VMHajv4I6qJ6ZiAAAevzFj6nY0VqDO/a14Xu/HcTZyWhRrz01PodHzgTwx1d3in4TYmODE2/e04Lv/25I1C6vanJuKoaN9dWwmrQ7JL0YfrdNdeWpgWgCVpMBTp3eRNMrChp1JETlBJLb1VqDBpcVv3xhsuRjDE3PYyaewp52ChrFVGUxotFtk7w8VWhFThn90jHGCh1U1XPROxrW57gNQUttFcxGVlFjN4Rgr6fE2ZOffE0PXDYTPvuzk0U1xbnn8QtwWk149wqdWsv10VdtAmPAV39zTpLjK21wOv6SsSiVzO+qwuRcouzGS2IKRpOod1krvhEReTEKGnVEyDR66WJWMgYDw01b/XjyXLDkhiuHC/OnKNMovk6vAwMSl6dGEtSKXAxtHrtqMo25HMdYeAEttfpsggMAJqMB7XWOimqG0zcZRXudHY4SsyW1Dgs+dVMvnh+YwYPHxtb1mvNTUfzy5CTec3UH3FXmks67lqaaKrznqg48cHQMQzLNppVLOpvDaHgBnXX6CRob3TbMp7KIytDEbb0C0SQ1wdEhChp1JEiZRlnctK0RyUwOT5wNlvT6I8NhOK0mbKyv7PlTSuiQYexGiMrARdHqyWca1XB3PRBNIpXNoUXH5alA/qZLJY3dODMZQW8JpalL3b63FTtba/DF/+lDZB1Ncf758QuoMhvxR1d3lnXetbxlbws4F2cElJqMzMwjm+O6yjQ2LI7dUE+JaiBK1TR6REGjjgSjSVhMBrhsVIMupf2dHtQ5LPjlyYmSXn94KIydbTUw0LgG0XV5HZiVuAOkcHOGMvrlafPYEU9lVdEFUuic2qrjTCOQb4YzNB1HJptTeillW0hlMRiKo9dfXjMVg4HhC7dsw3Q8ic//7BTSq/zdDITieOj4OP7wZe3wSNzkrNNbDbvFiJNjc5KeR25CI7NOr35u4AizGtXUQVUoTyX6QkGjjgj7rKgGXVpGA8Ortzbg8b5A0cPJo4k0zk1FqTRVIovNcCQs2aKMvjjaVNRBVdhbqddxG4JubzXSWa6q+ZmlOh+IIsdRdqYRALY1u/HhV2zE/UfHcMe3nsPEMoPYj4/M4oM/OAKLyYD3Xrv+8R6lMhoYtja58EKFBY0DofzPYoeOylP9rnzQOKWSoDGRzmJuIU2ZRh2ioFFHglGa0SiXm7Y1Ip7K4unzoaJed3xkDjkOaoIjkU6f9B1UQ7R3WBRtdeoJGoem58EYdL2nEbg0dkOOWadS6ys0wekVaRbunTduwt1v24W+iQhed/czePJcfnvC3EIan3nwBdzyL89iOpbEN962W7YbSlub3Dg9HkE2p3yJt1gGQ3E4bSbJM7Vq0uBSV6ZR+I6jTKP+UNCoI0GqQZfNy7vq4LKZii5RPTIcBmPAzrYaiVamb621dhiYtLMag9EkTAaGGomaXOiFEKCpIas1EIqjyV0Fm1kfLf5X0uUTxm5ovxlO30QUVWbjYkZbDG/Y0YSff/ga1DuteM/3nscn7juOV37lCfzw98N4z1UdePTj1+PGLQ2inW8tVzS7sZDOVlTzosHpODq9Dl1VTFlMBnirLZiMKP9ZCOT3MwKgRjg6REGjjoRo4LhsLCYDXrWlAY+cnkIqs/79P4eHwthU74TLRgGHFCwmA1o9dkmbeQSjSXirrbQntUx2iwneaiuGp5XPNA5OxxezbHrmcVhQYzdXRDOcvskINvmdMIr8c9rtq8YDH7wat+9pxX2HR9FSa8fP//wafO7mrXDK/Ll+RYsbACqqRHUgFNdVaaqgwWVTTSMc2oKhXxQ0qkQ6m8Op8TnJOgVmcxwz8RR81fop6VDaa7c1IpLI4HcXp9f1/FyO4+hwGLvbKcsopU6vA/0B6e68h2JJeJ30cyaGNk+V4uWpnHMMBPPZDZJvJqX1zBXnHGcmIugtcT7jWqosRnz5zdvx2Mevx/0fuArbmt2SnGct3b5qVJmNFRM0JjNZjM8u6KpzqqDRbVNNeeqlTCMFjXpDQaNK/Pfzw3jd3c9gXKIPhel4EjlOd4bkdO1GLxwWI361zhLV/mAMkUSGmuBIbHtLDc5NRRFdR3v8UggNp0j51DCrcTqeQjSZ0WV2YzldvmpclHBPsByC0STC82n0NkoTNAq6fNWKVhwYDQxbmlwV00F1ZGYBOa6vzqkCv9uGqYg6gsZgJAHGoKt9pSSPgkaV2N6Szy6dGJmV5PhUTiA/m9mIA731+PWpqXU1IjgynJ+ntZua4Ehqf4cHOQ4cGZbuZ41+zsTR5rFjYm6hqBJvsQlNXzqpPBVAvhlOIJqU7KaLHBab4JQ5bkMLtjW5cKpCmuEMFn4W9XgDx++yITyfLrojuxSCsSTqHFaYjBRC6A294yqxudEJs5Hh+Kg0dwQpaFTGa7c1YjqewvMDM2s+9/BQGDV2M7p0WHojp11tNTAaGA6u4z0pVi7HMR1LUedUkbR67MhxYHxWuQYQi0GjDi9Ul9PlzTfD0XIH1b7JCABxxm2o3bZmN+ZTWQyEtF1SDCyd0ai/n0W/O98YTA37GgMRujGqVxQ0qoTVZMTmRheOS5RpDMXyA7LpYlZeN/T4YDMb8ODRsTWfe2R4FrvbanXVFU4JDqsJW5tceH5Q/KBxdiGNTI7TF6pIWgudLUfCypWoDoTiMBmY7sdtCLoLGVctl6j2TUThd9lQq4PyOqEZzsmxiMIrKd9AKI4auxk19sp/3y4nzGqcVEGJajCWpP2MOkVBo4psb3Hj5NgcchKUkQiZRgoa5eWwmvCWPa24/+goRle58J2dT+FCIEbzGWWyr8OD4yOzSGbELfUR5ldR0CgOYRyCkvsaB4JxtNXZqRSroK0uP7ZGy81wzkxG0aODLCMAbPBVw2Y2VEQznMFpfXZOBfJ7GgH1ZBopaNQn+hZUke0tNYgmM5K0Mw9Gk3BYjHBYTaIfm6zuAzd0AwD+5Yn+FZ9ztJBh3kXzGWWxr6MWyUxO9AYRdHNGXA0uGyxGg6JB4+B0nEpTl7CajGiptaNfo+Wp6WwOFwJRyZvgqIXJaMDmRldlBI2heV2WpgKXgkalO6hmczyfaXTRd5weUdCoIjsKzXCkKFGlGY3Kaaqpwlv3teK+QyMYW2Fv1tGhMIwGtvhvgEhrb4cHAPD8QFjU49LeYXEZC2WhIwoFjbkcx0CIxm1crsvn0Gx56kAojnSWY7MOmuAItjW5cXo8IkkVk1wS6SzG5xZ0m2mstprgtJoU76A6HU8im+OL5bJEXyhoVJEN9dWwW4w4MSp+0CgMHCfK+MANGwAA33ziwkseS2dzePxsEL1+J2WCZeKttqLL58Ahkfc1Unmq+FoVHLsxGUkgmcnpci7carq81RgIxTQZhJyZKDTB0UmmEQCuaHYjlsxgYFqbgT6QL1HnHOjQ4bgNgd9tw8Scck3BAGBqrjCjkYJGXaKgUUWMBoZtzW5JOqgGKdOoqOaaKrxlbyvuPTjyok6QuRzHJ39yAi+MzeHdV3Uot0Ad2tfuwaGhsKgXvsFoEhaTAU4K/kXT5rFjeFqZoFHoEEodjV+sy+dAIp3DhAqachSrbzIKk4EtdoHVg23NQjMc7ZaoLnYx1vHPot9tw2QkqegahEwnZRr1iYJGldnR4sbpiYjoc8lodpzyPljY2/jNwt5Gzjn+/hen8cDRMfzlqzfh9r2tSi5Pd/Z1ejC3kMa5QFS0YwajSfiqrdQBV0StnipEEhnMzcs/F5BmNC6vq/D3MaDBEtW+iQg21FfDYtLP5c/GhvyfV8tB4+KMRj0HjS4bJhXONArdWxsoaNQl/XxqasSO1hqkMjmcnRTvQjaZyWJuIQ0flacqqqXWjjfvyWcbJ+YW8LVHzuPffzuI917TiQ8d2KD08nRnf2Ff48FB8fY1UkZffG0Kjt0YCMVhMxvQ4KQLpKW6ffks3UUNzv7rm4zqYj7jUuYKaIYzOB1HncMCl82s9FIU0+i2IRhNIpMVN6lQjEAkAQMDvNX6G3tCKGhUncVmOCLua5wWZjTSxaziPnSgGznO8e7vPo+vP3oeb9nTgk+/bjNlphTQ6qlCvdOKgwPi7WukvcPia1Vw7MZAKN/i32Cgn8+l6p1WVJmNGFKobLhUc/NpTMwl0NuonyY4gm1NLpwa024znIFQXNdZRgBocNuQ4/mbk0qZjCTgc1ppBJFO0buuMi21Vai1m0VthrPY0ZEuZhXXUmvHW/a24NxUDK/e0oAv3XoFBYwKYYxhX6cHBwdnwHn5F1K5HMfY7AL8bvo5E5OSQeMgdU5dFmMMbR47hjTWWKVvstAER2eZRiDfDCeazGBIwfE15RgMzeu2c6qgUQVjNyYjSSpN1TEKGlWGMYbtLTU4PiJeGQmNAVCXT76mF5+/eQvuftsuulunsP0dHkzMJVYchVKM/mAM0UQG22lsiqhcNjNq7WbZg8ZMNofhGf3OhVtLe51dc5nGvsK2j14djdsQCM1wtFiiupDKYjKSQKeOO6cCgN9VBQCYVDBoDEQSFDTqGF2xqtCO1hqcD0Qxn8qIcjwaA6AutQ4L3nN1J2xmo9JL0b19i/sayy9RPTyU3xu5p7227GORF2vz2GWf1TgaXkAmxyloXEF7XX4UipbKHS8GY3BaTWjQ4WDyTQ1OWIwGnNJg0Dg4TU1wgHz3VEDZoHEyktDlzw/Jo6BRhXa0uJHjwMmxiCjHEzKNdbRxmZAX6fE74bSaRGmGc2Q4jBq7mcYzSKBFgaCRWvyvrq3OgWQmh6modsZujIYX0OKx63JLgMVkQG+jEyfHNRg0Cp1TdV6eWms3w2IyLHYwlVsincXsfJrGbegYBY0qJJS3HR8RZ1/jVDQBl80Eq4kyW4QsZTQw7OmoFaUZzuGhMPa01eryglRqbR47RsMLyMqY1bpIQeOq2gt7TbVUojoSnkdLbZXSy1DMBl+1JsekDFCmEUB++1J+7IYyQWOgMCOynoJG3ZItaGSM/RdjbIIxFmGMnWOMvXfJY69kjPUxxuYZY48zxtqXPGZljH238LpJxtidlx13xddqlc9pRZPbJloH1eMjc9isw25xhKzHvg4PzgdiCMdTJR8jHE+hPxjHbipNlUSbx45MjmNchL2n6zUYisNpM8HjoAqN5QhZn2GNBI2c83ymUcdBY3udA+NzCSTSWaWXUpTBUBzeaiuqrSall6I4v1u5oFGoKqBMo37JmWn8EoAOzrkLwBsAfIExtocx5gVwP4DPAvAAOATg3iWv+zyAjQDaARwA8EnG2E0AsI7XataO1hqcGC2/jCSWzODU+Bz2d3pEWBUhlUfY1/j7MrKNR0doP6OUNjXk5wKeGhenZH89BkJxdHkdlDleQVONDSYDW9xvpnbh+TTmU1m01uq3mUqHV7lOxOUYDM3rvgmOoNFtw0REvptnSwnBKjXC0S/ZgkbO+SnOuTBchhd+dQO4FcApzvl9nPME8kHiDsZYb+G57wJwF+c8zDk/A+DbAN5TeGyt12rW9pYaDM/MY6aM7AeQL5nLcVDQSMgKdrbWwF1lxsMvTJR8jMNDYRgNbHHOKhHX1iY3LEYDjgyXv/d0vQZo3MaqTEYDmmurNDPCYTScX6eeM41CdljYI6gVA9Nx3e9nFPhdNkzNJUUZE1WsqQhlGvVO1j2NjLF/YYzNA+gDMAHgYQBbARwXnsM5jwPoB7CVMVYLoGnp44X/3lr47xVfu8y538cYO8QYOxQMBkX9c0lhR0u+PXa58xoPDszAaGDY3UYZEEKWYzEZcPOORvz69CSiiXRJxzg8FMbWJheqLLRvWAo2sxHbml04MiRP0JhIZzE+t6D7PVRraa9zaKY8dWQmn51p0XOmsRB4aWkfaiyZQTCapJ/FAr/bhlQ2V3ZCoRRTkQRsZgNcVVQmrFeyBo2c8w8CcAK4Fvmy0iSAagCX12HOFZ5XveT/L38Ma7z28nN/i3O+l3O+1+fzlfPHkMW2FjcYQ9klqs8PzGBbkwsO2gtAyIretKsFiXQOvzw5WfRrM9kcjo/M0Y0Zie1pr8WJsTkkM9LvxxqemQfn1ARnLe0eOwan44pkPYolZBqbdZxpdNvNqLGbNVNSDFzaM0uZxjwhyzehwL7GyUgSDS4blezrmOzdUznnWc75MwBaAHwAQAzA5V1aXACihcdw2ePCY1jjtZrmspmxwVeN5y5Ol3yMRDqLY6OzVJpKyBp2t9Wgo86OB46MFf3avskoFtJZaoIjsT3ttUhlcrLsa7wYpM6p69FeZ0c0kcHsfGkZejmNhhfgspngrjIrvRRFtdc5NBU0CsF+m0e/GeKlhFmNUwqM3ZiKJGg/o84pOXLDhPyexlMAdgi/yRhzCL/POQ8jX8a6Y8nrdhReg9VeK+nKZXLTNj+euziNQIkfDidG55DK5BYbfRBClscYw627W/C7i9OLFynrdXiImuDIQcjkylGiKsxopJK41bUL5Y4a2Nc4Gp5HKwUe6KyzYzCk/vdLMBoWyor1myFeqtGd/3tQItNIQSORJWhkjNUzxu5gjFUzxoyMsdcAeBuAxwA8AGAbY+w2xpgNwN8COME57yu8/D8BfIYxVltocPOnAP698Nhar9W0N+5sQo4DD50orUHHwcF8N0gKGglZ25t2NQMAfnZsvKjXHR4Kw++yoclNX6ZSqnfZ0FJbtRikS0lo8e+y6TsrtZb2OmFWo/ozVyM6H7chyI/dWJClzFsMo+EF2C1G1NjpZxEAvNUWGJj8mUbOOaYiCfhdVlnPS9RFrkwjR74UdRRAGMA/Avgo5/xnnPMggNsAfLHw2JUA7ljy2s8h39xmCMCTAP4f5/xXALCO12rahnontja58LNjxZfMAfn9jJsaqlFLc8YIWVOrx479HR7cf2S0qD1ah4fC2NNeS/s8ZLCnvRaHhsKS76HLd06lrNRahJJBtTdWyc9onNd1ExxBh9cOzi81BlK7/PtWRZ+vBSajAfVOG8Zn5Q0aIwsZJNI5yjTqnCxBI+c8yDm/nnNewzl3cc6v4Jx/e8njj3DOeznnVZzzGzjng0seS3LO/7jwugbO+VcvO/aKr60Et+xsxonROVwMxtZ+8hLZHMfhoTDtZySkCG/a3Yz+YHzdDaimIgmMzS7QfkaZ7GmvRTCaXCxZk8rANI3bWA+b2Qi/y6b6oHE6nkIinaNMI5aUFGsgOwzkM40U7L9Yq6dK9vdvMkIzGomyexrJOty8owmMFV8yd2YiglgyQ6WphBThD65ohMVkwANH15fdP0L7GWW1uK9RwnmNwWgSwWgSG+tf0oSbLKOtzo7hGXUHIJf2xVHw0VkIGgc0MqtRyDSSS3r8TpydjMratXiKgkYCChpVz++24WWddfj58fGiPiB+P5Dfz0iZRkLWz11lxo1bGvDz4+NIZ3NrPv/wUBhWkwFbGi9v4kyk0Ot3wm4xStoM59hIfjbuzrYayc5RSfJjN9SdaRSaW7V6KPiosZvhsplUnx0GgEgijUgiQ0HjZXr8LkSTGYzNyldiLGQa/RQ06hoFjRpwy64mDITWXzIHAAcHZtDqqVrstEUIWZ9bdzVjJp7Ck2eDaz738HAYO1pqYDHRR6kcTEYDdrbW4LCEmcZjI2GYDAzbmtySnaOStNfZEYwmMZ/KKL2UFQn795pr6PuQMYYOrzbGboxRhnhZvf58FcTZSfmmywld/OupEY6u0ZWOBty0rREWowEPrrMhDuccBwdnsL+jTuKVEVJ5rtvkQ53Dgp8eGV31eYl0FifH5mg/o8x2t9XizEQU8aQ0QcrR4VlsbnShymKU5PiVRtgjN6zisRuj4XnU2M1wUjdcAPn3TAuZRqGsmIL9F+spBI19MgaNk5EEauxm2Mz0uahnFDRqgLvKjAO9Pjx0fALZ3Nolqv3BOKbjKezvpItZQoplNhpw6+5m/O+pSTzeF1jxeSfH5pDOcuymMkZZ7WmvRTbHcXx0VvRjZ3Mcx0dmsYve03UTxm6oefbfKI3beJGOOjtGw/NIZdYuwVeSUFZM792LuWxmNNdUyZppnIokqTSVUNCoFbfsbEYolsRv+0NrPvf5xf2MlGkkpBQfu3ETtjS58OH/PrrsF3MincU3HrsAAwNlGmUmBHRS7Gu8EIghnspiZysFjevV7hEyjeotdxwNz6OVShwXddQ5kOOXgjK1Gg0voMpshIfGhr2E0AxHLlORBOopaNQ9Cho14kBvPZw2Ex48unYX1YODM/BWW9FRR1+ShJTCbjHh2+/aC7vFiD/5j4MIxZKLj0USabzru8/jqfNB3HXLNniraY+HnGrsFmyor8aRYfEzjUcLeyV3tdGNgPVy282osZtVW+6Yn9FImcalOrzamK9JMxpX1uN3oj8Yky1bPBVJwE/7GXWPgkaNsJmNeO02P/731CQS6eyqz31+YAZXdnrog5aQMjS6q/Dtd+1FMJrE+79/GMlMFtOxJN7+7edwZCiMu+/YhXdc2a70MnVpT1stjgyHkVtHuX4xjg7PosZuphtuRWr32FUbgARjSSQzOWqmsoSwD1XtzXAo2F9Zr9+JTI7jYqi4Gd6lyGRzCEaTNG6DUNCoJbftbkEsmcHdj55f8TnHRmYxNruAfR10p5yQcu1orcFXbt+BQ0NhfOzeY3jLv/0OFwIxfPvde3Hzjiall6dbe9prMTufxkWRZ80dG5nFztYauuFWpLY6B4ZUWp56aUYjBR+COocF1Vb1j93IB40U7C+nR8YOqqFYCjlOMxoJBY2acmVXHe7Y14pvPtmPZy+8dG9jOJ7Ch35wBE1uG964s1mBFRJSeV6/vQkfe9UmPPzCJILRJL7/J1fiQE+90svStd3t4u9rjCbSOBeIYlcr3XArVkedHWPhBVU2VhmlsQ0vkR+7YVd1pjGaSGNuIU3B/gq6vNUwGZgsHVSnaEYjKaCgUWM+d/NWdPuq8dF7j71on1U2x/GRe48hGE3im+/cg1raOE6IaP7ilRvwhVu24Sfvvwr7OjxKL0f3urzVcFeZcWhoRrRjnhidA+egzqklaPPYkeOQddj4elEHzuW11zkwKHKmXkzCv6Vmet+WZTEZ0O2rliXTOFkIGinTSCho1JgqixH//PZdmFtI4y/vO764p+frj5zDU+eC+Ls3bsUO6vxHiKgYY3jny9oXS4KIsgwGhqu66/BYXwDprDjZrWMj+cY69PlZPGGP3JAKM1cjMwvwOCxwWE1KL0VV8mM3FkT7+RHb6AxliNciVwfVgBA0uqkRjt5R0KhBvX4XPvu6zXjibBDfeWYAj56Zwt2PXcDte1twx75WpZdHCCGSe8veFoRiKTx6ZuVZmsU4OhxGt88BdxUNgC+WMKtxeEZ9e+SEDpzkxdrrHMjkOMZVmB0GKEO8Hr2NTozNLiCSSEt6nslIAkYDQ52Dgka9o6BRo975sna8ZmsD/uF/+/DRHx3DtmYX/v6N26iBAyFEF67b6EO904ofHxop+1iccxwdnqVRGyWqd1phMxswGFJf0DhGHTiX1bHYQVV97xmQ34tqMxtQR1ttVtQrUzOcqUgS9U4rjAa6vtQ7Cho1ijGGL9+2Hb5qK4xGhm++Yw8lA/9NAAAgAElEQVRsZqPSyyKEEFmYjAa8eU8LnjgbwORcoqxjjYYXMB1PYSeVppaEMYZ2jwPDKuugmstxjM5SB87lCLMa1bqvUeicSjfCV9bjdwGA5M1wpiIJ1NN+RgIKGjWtxm7Bgx+6Gr/48DVo9dCXIiFEX27f24ocB356ZLSs4xwZzndhpSY4pWurU9+sxmAsiVQmh1bKNL6Er9oKu8Wo2g6qo7NUVryWJrcNTpsJZycjkp5nci4Bv4tKUwkFjZpX77LRXVRCiC51eB24stODHx8aAee85OMcHZ5FldmIngZqdFSqjjo7hmbmkc2V/j6I7dK+OPqOvBxjDO11DtUF+oJRKiteE2MMPQ3SN8OZiiSocyoBQEEjIYQQDXvrvlYMTc/j9wOlj984NjKLK1rcMBnpK7FUGxucSGVyquqgemlGIwUfy+moU+esxmgijdn5NJprKNhfS4/fib7JaFk3zVazkMoikshQ0EgAUNBICCFEw167rRFOqwk/PlhaQ5xkJovT4xEqTS2TXE05iiEEjTTrb3kdXgdGVJYdBi7NaKRgf229fieiiQwmytzXvZKpwrgNPwWNBBQ0EkII0bAqixE372zCwycnSmo9f2o8glQ2h12t1Dm1HBvrnWBM+qYcxRiZmYe32gK7hWY0Lqejzo50Vn1jN8YoQ7xuQjMcqW7WTAozGiloJKCgkRBCiMa9dW8rEukcfn5svOjXHhrMl7VSprE8VRYj2j12nJtST9A4Gl5AM+1nXFF7YezGgMo6qF4qK6b3bi09hQy/VDdrFjONbmqEQyhoJIQQonHbW9zo9TuLntl4fiqKux+9gN1tNXQnXQQ9fumbchRjNEwdOFfT7asGAFwIxBReyYuNhudhNRngraYZjWtxV5nR5LZJ1kFVCBpp5AYBKGgkhBCicYwx3L63FSdG53BsZHZdr5mdT+G9/3kINrMR97xjt8Qr1IcevwuD03Ek0lmll4JcjmNsljpwrsbntMJbbUGfxCMbiiV0TqUZjesjNMORQt9EFD6nFU4rlXgTChoJIYRUgNt2t8DntOIT9x3HQmr1oCWTzeHPf3gUE7MJ/Nsf7kGjmwILMfT6nchx4PyU8pmriUgC6SxHK5U4rkpt2WFACBrpfVuvHr8L/cEY0tmc6Mc+NjqLHS01FMATABQ0EkIIqQBuuxlfvX0Hzgdi+OLDp1d97hcfPoNnLoTwhTdtw552aoAjlkv7q5TPXPUXSi6FEkyyvF6/C2enoqrqoDoanqeOt0Xo9TuRznJcDIq7N3VuIY2LwTh2trpFPS7RLgoaCSGEVIRrN/rw3ms68V/PDeM3p6eWfc69B4fxvWcH8cdXd+L2va0yr7CyddQ5YDUZVJG56g/mg8YN9RQ0rqbH70QirZ75mrFkBuH5NJUVF0Fo4vXcxWlRj3tybA4AsKOVmoSRPAoaCSGEVIxP3NSDLY0ufOqnJxCIXJpdNreQxl2/OI2/eeAkrt3oxd/8Qa+Cq6xMRgPDxoZqnFVBB9ULgRhcNhM1U1nDZolHNhRrjDqnFq29zoH2OjueOhcU9bjC/vDtzRQ0kjwKGgkhhFQMq8mIu9+2E/OpDD5+33Fksjn86PlhvOIfn8B3nx3AW/a04J537IbJSF9/UuhpcKkiAOkPxtBdX017sdawsaEaBgacUcF7BuRLUwGa0Visazd68buL00hlxNvXeHxkFp1eB9x2s2jHJNpG35qEEEIqyoZ6Jz77+i14+nwI1/7D4/ir+19Ap9eBn3/oGvzf27bDZaOLIKn0+p0IRJMIx1OKrqM/GMcG2s+4JpvZiA6vQ7KRDcUamxUyjRQ0FuO6jT7Mp7I4PBQW7ZgnRuewo4X2M5JLKGgkhBBScd6+vw2v394IAPj6HTtx3/tfjivoAkhymyQeNr4ecwtpBKNJdNN+xnXZ7Hcp+n4tNRpegNVkgK+ahskX4+XddTAZGJ46L06J6uRcApORBLa3UGkquYSCRkIIIRWHMYZvvG0XfvtXr8AbdzZTmaJMegtBo5KZK6EJDnVOXZ8evxPDM/OIJzNKL2Wxcyr9vBbHaTNjd3utaPsaj4/m9zNSExyyFAWNhBBCKhJjjC4+ZVbvtKLGbla0GY4wboM6p65Pr98JzoFzKmhgNBCaR5uHmuCU4vpNPpwajyAYTZZ9rBOjszAZGLY2uURYGakUFDQSQgghRBSMMfQ0OBUtd7wQjMFsZGilfXHr0lvooKp0iWouxzEQiqHLS8F+Ka7b6AMAPHOh/Gzj8ZE59PidsJmNZR+LVA4KGgkhhBAiml6/E+cmo8gpNDC+PxBHR52DOuSuU0ttFRwWo+Jdb8fnFpBI59Bd71B0HVq1tcmFOocFT50LlXWcXI7j+OgslaaSl6BPVEIIIYSIpsfvQjyVXeyEKbeLwRiVphbBYGDo8TtxZkLZDqoXg3EAoExjiQwGhms2evH0+WBZN2wGp+OIJjLYSU1wyGUoaCSEEEKIaHoWm+HIn7lKZXIYmpmnJjhF6vG7cHYqCs6VyQ4DSxoYUaaxZNdt9CEUS+F0GTcAhCY421up2zR5MQoaCSGEECKaxaBRgcYqQ9NxZHOcAo8ibW50YnY+jalI+U1USnUxGIfTaqJxG2W4dpMXAMoavXF8ZA52ixEb651iLYtUCAoaCSGEECKaaqsJLbVVijRWEbJVG3x0wVuMngZhvqZyJaoXQzF01VdTx+My1Dtt2NzoKmv0xvHRWWxrdsNooPeBvBgFjYQQQggRVU+DU5FZjRcK4za6fJRpLIYaOqj2B+Lo9tL7Vq7rNnlxeChc0tzNVCaHU+MR7Gih0lTyUhQ0EkIIIURUPX4nLgbjSGVysp63PxhHo9sGh9Uk63m1zm03o9FtQ59CzXBiyQwmIwl0UwOjsl230Yd0luN3/dNFv/bsZBSpTI46p5JlUdBICCGEEFH1+J3I5Phiuahc+qlzasl6/crN1xxY7JxKmcZy7e2oRZXZWNK+RqEJzg7qnEqWQUEjIYQQQkQllDuek7EZDucc/YEYdU4tUW+jC/3BGNJZebPDQH4/IwB00XtXNqvJiGs2evGLExOIJtJFvfb4yCw8DgtaaqskWh3RMgoaCSGEECKqLp8DFqMBJ8fmZDvnZCSBeCqLbtrPWJJevxPpLF+clyin/kAMBga019llP3cl+vArNmAmnsK3nrpY1OuOj85iR4ubmhGRZVHQSAghhBBRmY0G7Gyrwe8uFr+vqlT9gXywQ/viSnOpGY78+xr7Q3G01NphMxtlP3cl2t5Sg5t3NOH/e3oAU5HEul4zNB3HhUCM9jOSFVHQSAghhBDRXd3txanxCGbnU7Kc70IgXwq7gUocS9Llc8BsZIrsa7wYjFOGWGSfeHUPMrkcvvbIuTWfyznH3/7sFKrMRtyxr02G1REtoqCREEIIIaK7ekMdOEdJXRxL0R+Mw2kzweek4fClMBsN6PZVy95BNZfjGAjFaD+jyNrq7Hjny9px78ERnF9jb/EvT07iyXNB3PnqHvjdNplWSLSGgkZCCCGEiG5Haw0cFiOe7Q/Jcr7+YL4JDu3HKt2WRhdeGIuAcy7bOcfnFpBI56iBkQQ+/IqNcFhM+PKvzq74nFgyg79/6DS2NLrw7pe3y7g6ojUUNBJCCCFEdGajAVd21eG3F+TJNF6gzqlle1l3HUKxJE7LmG3sF8ZtUHmq6DwOC95/QzceOTOF5wdmln3OP/3mHKaiCXzhTdtgMlJYQFZG/zoIIYQQIomruutwMRTHxNyCpOeJJNIIRJM0o7FMN2zyAQCeOFv8jL9SXSzM8qSAXxp/fHUn/C4b/s/DZ16SQT49HsG//3YQd+xrw+62WoVWSLSCgkZCCCGESOLqDV4AwLMSZxuFMRHUTKU89S4btja58KSMQWN/MAanzQRvtUW2c+pJlcWIO2/chGMjs3j9N57BV399FkeHw8hkc/jMgy+gpsqMT93Uo/QyiQaYlF4AIYQQQipTT4MTdQ4Lnr0Qwpv3tEh2nguBQraKMo1lu6HHh3998iLmFtJwV5klP9/FYBxdtBdVUrftaUE0mcEvX5jAPz9+AXc/dgHVVhNiyQz+8S07UGOngJ2sjYJGQgghhEjCYGB4eXcdnr0QAudcssCgPxiD2cjQ5qHh8OW6oace9zzej2fOh/C67Y2Sn68/GFvMSBNpGA0Mf3JNJ/7kmk6E4yk8dT6Ix/sCqLKYcNvuZqWXRzSCgkZCCCGESObqDV784sQE+oMxbKh3SnKOE6Oz6PZVw0yNPMq2q7UGLpsJT5wNSB40xpIZTEWStJ9RRrUOC964sxlv3EnBIikOfboSQgghRDJXd0u7r3EhlcXBwTCu3UjZKjGYjAZcu8mHJ84FJR+9MUB7UQnRDAoaCSGEECKZtjo7Wj1VePaCNPManx+cQSqTwzUbfZIcX49u2ORDMJrEqXFpR2/0FzqndlGmkRDVo6CREEIIIZK6utuL5y5OI5sTP3P19LkgLCYD9nd4RD+2Xl3fkw/AnzwnbRfVi8EYDAxor6O9qISonSxBI2PMyhj7DmNsiDEWZYwdZYy9tvBYB2OMM8ZiS3599rLXfpcxFmGMTTLG7rzs2K9kjPUxxuYZY48zxtrl+DMRQgghZH2u2uBFJJHBybE50Y/99PkQ9nd4UGUxin5svap32rCt2YUnzgYkPU9/MI5Wjx1WE713hKidXJlGE4ARANcDcAP4LIAfM8Y6ljynhnNeXfh115Lf/zyAjQDaARwA8EnG2E0AwBjzAri/cDwPgEMA7pX0T0IIIYSQolzVXQcAeLZf3BLVqUgCZ6eitJ9RAjdsqseR4VnMzaclO0d/MEZNcAjRCFmCRs55nHP+ec75IOc8xzn/BYABAHvW8fJ3AbiLcx7mnJ8B8G0A7yk8diuAU5zz+zjnCeQDzB2MsV7x/xSEEEIIKYW32opev1P0fY3PnM8f7xoKGkV3Q48P2RzH0xekKVHN5TgGQnF0eakJDiFaoMieRsZYA4BNAE4t+e0hxtgoY+x7hQwiGGO1AJoAHF/yvOMAthb+e+vSxzjncQD9Sx5fes73McYOMcYOBYPS1ugTQggh5MWu6vbi0GAY8WRGtGM+fT4Ib7UFm/0u0Y5J8na21sBdZcYTZ6W5ZhqbXUAyk6MmOIRohOxBI2PMDOAHAP6Dc94HIARgH/Llp3sAOAuPA4DwSbJ0E8Rc4TnC45dvkFj6+CLO+bc453s553t9PuqwRgghhMjp9Tsakczk8F/PDYlyvFyO45kLIVyzwQuDgYlyTHKJyWjAtRu9ePJcEDkJGhj1TUYB0LgNQrRC1qCRMWYA8H0AKQB/DgCc8xjn/BDnPMM5nyr8/qsZYy4AscJLl95CdAGIFv47dtljlz9OCCGEEBXY3VaL6zf58G9PXRQl23hmMoJQLIVradSGZG7oqUcwmsTpCfFHbzxxNgC7xYgdrTWiH5sQIj7ZgkbGGAPwHQANAG7jnK+0s1q4ncU452EAEwB2LHl8By6VtZ5a+hhjzAGgGy8ueyWEEEKICnzsxk2YiafwH78bLPtYT9N+Rsldv8kHAwN+cWJC1ONyzvHomQCu3eiFzUydUwnRAjkzjd8EsBnAzZzzBeE3GWNXMsZ6GGMGxlgdgLsBPME5F8pO/xPAZxhjtYUGN38K4N8Ljz0AYBtj7DbGmA3A3wI4USh7JYQQQoiK7GytwYEeH7711EVEE+V15Xz6fBA9DU40uGwirY5czue04sYtDfjRwWEspLKiHffUeASTkQReublBtGMSQqQl15zGdgB/BmAngMkl8xjfAaALwK+QLyk9CSAJ4G3/f3t3Hm5XXR56/PsmJwmRjBAiZCKAhHkeJcogg7RKvRXkgSJFqBPIbaFS6qO1yoVCqfa21XurgjSiiChqWoEWEVCQgEqQMmaQQAJmjpkHMr79Y60jm5PsfQZO9jqHfD/Pc57krPVba79nv886Z73791u/X83hn6OY3GYO8BDwhcy8FyAzFwNnA38HLAOOA85rxs8kSZI678rTJ7B87UZufXR2l8+xbsNmHp+9zKU2muDiiXuxfO1G/v2/53bbOe+ftpAIeNf+I7vtnJK2r5ZmvEhmzgEaPaX+nQbHrgcuKb+2tf9+wCU2JEnqBQ4dM4zTDhjJTQ+/yJ+eMJ4hO/Xr9Dl+NXspGzZt4Z0TfJ5xeztur104cI8hTJryEucdM5biaaM35oFpizhi7DBGDBrQDRFKaoZKltyQJEk7ritOm8DKVzcx6ZHZXTr+5zMX07+lD8eO36V7A9NWIoKLJ45n5sLVTHnhd2/4fAtXvsozc1c4NFXqZSwaJUlSUx08eihnHPhWvv7Ii6xY1/lnG3/+myUcM344A/s7iUoznHXYKHbduT+Tprz0hs/1wLRFAJxm0Sj1KhaNkiSp6a44bQKrXt3EVx+a1anjXlm6lhkLV7nURhPt1K8vFxy/Jw/OWMRLS9a8oXPdP20hY4YPZMJbB7XfWFKPYdEoSZKa7sBRQzj7yDF87aFZ/OqlpR06JjO55q7n2KlfH95zyB7bOULV+uDx42jpE294AqMpLyzhtAPe2i3PRkpqHotGSZJUiWvedxBjd3kLV9zxJMvXbmi3/d1Pz+f+aYv45On7MXaXtzQhQrUaOXgn3nvoKO6c+goru7hcyiMvLGH9pi2ceoCzpkq9jUWjJEmqxKABLXz5/CNYvHo9V3//aTKzbtulazbw+R89x2FjhnLxxPHNC1K/d8nEvVizYTN3Tv1tl45/YNpCBg1o4bi9du3myCRtbxaNkiSpMoeOGcZfn7k/9z2/kNt+Maduu2vvfp4V6zZy4zmH0tLX25cqHDJmKEfvOZxJU15i7YZNnTp2y5bkgemLOGnCbvRvMX9Sb+NVK0mSKnXJxL04eb/duPaeaTw/b+VW+386fRGTn5zLZae8jf13H1JBhGr1l2dMYN7yde32DLf1zNwVLF613qGpUi9l0ShJkirVp0/wxQ8cxtCB/bj89l9z+y9f5ok5y1i9fhOrXt3IZyY/w74jB/GJU/apOtQd3gn7jOCv3r0/dz89n5sefrHDxz0wbSF9Ak7Zz6JR6o1aqg5AkiRpxKABfOm8I7j020/w6cnP/H770IH9WPnqRn5w6QkMaHFdxp7g4yftzbNzV3DjvdM5cNSQhsufbNmSTH5yLrf98mWO2nM4w3fu38RIJXWX6MzQgjeLo48+OqdOnVp1GJIkqY0tW5K5y9cxfcEqZi5cxfQFqzhi7DAuecdeVYemGmvWb+LsrzzK/BWvctfl72DcrlvPZjvlhSVc/5/TeG7eSg4ZPZR/OOdQDtjD4cVSTxERT2Tm0R1qa9EoSZKkzprzuzWc9eVHGDVsIF/8wGEsW7uBJavXs2TVBqbMWsLPZixm9LCBXH3mfpx16Cj69HFtRqknsWhsh0WjJEnSG/ezGYu4+BuP0/Z2cujAflx28j5cdMJ4durnsGKpJ+pM0egzjZIkSeqSk/cbyeTLJjJ/+TpGDB7Arjv3Z8TgAQwe0EKEPYvSm4VFoyRJkrrs8LHDOHzssKrDkLQdueSGJEmSJKkui0ZJkiRJUl0WjZIkSZKkuiwaJUmSJEl1WTRKkiRJkuqyaJQkSZIk1WXRKEmSJEmqy6JRkiRJklSXRaMkSZIkqS6LRkmSJElSXRaNkiRJkqS6LBolSZIkSXVZNEqSJEmS6rJolCRJkiTVZdEoSZIkSaorMrPqGJouIhYDc6qOYxvGAS9XHYQ6bSiwouog1CnmrPcxZ72Teet9zFnvY856p6rzNgLYOTN360jjHbJo7KkiYnFHE6eeIyJuysyPVh2HOs6c9T7mrHcyb72POet9zFnvVHXeImJqZh7d0fYOT+1ZllcdgLrkrqoDUKeZs97HnPVO5q33MWe9jznrnXpV3uxp7EE6W/FLkiRJUmfZ09i73VR1AJIkSZLe9DpVd9jTKEmSJEmqy55GSZIkSVJdFo2SJEmSpLosGqUOiohdImJyRKyJiDkR8Sfl9vdExCMRsTwiFkTEzRExuOp41TBnp0TEM2XOfle2GV11vCrUy1ubNpMiIiPibVXEqNdrcK2dHBFbImJ1zddFVcerxtdZROwWEbeXvyOXRcS3q4xVr2lwrX26zXW2rrz2RlQd846unWvtf0fESxGxMiKmRsQ7qoy1kZaqA5B6kf8PbADeChwO3BMRT1Esznod8DAwALgd+ALw8Yri1Gvq5ex54N2ZOS8iBgDXAl8B/qiySFVrm3nLzOcAyj+q+1QYn7ZW71oDmJeZYyqLTPU0us5+CDwO7AmsBQ6uLEq1VS9v1wPXtzaKiM8DJ2bmkkqiVK16vx8HAX8PnAj8muK+cXJE7J6Zm6sKth4nwpE6ICJ2BpYBB2fmzHLbt4C5mfmpNm3fD1yTmYc0P1K16mjOyqLx88D7MvPAKmLVa9rLW0S0UNzMXgQ8BeybmS9UFrAa5gy4F7jNorFnaSdnD1LMqrhPT7xx3ZF14u9aAC8A/yczb60kWAHtXmtPAp/MzGNr2q4GRmXm/IpCrsvhqZ0QEUOrjkGVmQBsbr3gS08BB22j7YnAc02JSo00zFlEjIuI5cA64CrgH5oforahvWvtSuDhzHy66ZGpnvZyNjIiFpZDsP6pvDFStRrl7HhgBnBrOXz/8Yg4qYogtZWO3ou8k6JX6wfNCkx1NcrZfwF9I+K4iOgLXAL8N7Cg+WG2z6KxAyJiYETcArwYEeOqjkeVGASsaLNtBfC6Zxcj4nSKHpC/bVJcqq9hzjLz5cwcBowA/gaY3tzwVEfdvEXEWOBjeH31NI2utekUw7H2AN4FHAX836ZGp21plLMxwBnAT4HdgX8E/sNn43qEDt2LUNyHfD8zVzclKjXSKGerKAr7R4D1wOeAj2YPHQZq0diOiBhE8azTCGARxbNP2vGsBoa02TaE4oIHICKOp3ie8Zw2nyipGu3mDCAzlwK3UtwU+Zx39Rrl7Z8phlu1/QOsatXNWWYuyMznM3NLZr4EXA2c0/QI1Vaj62wdMDszb8nMjZl5B/AKMLHJMWprHbkXGQh8gOLvmqrXKGcfpuhdPAjoD3wQuDsiRjU1wg6yaKwjIkZERL/yU5rJwGeA9wEXRsQJ1UanCswEWiJi35pth1EOQ42II4AfAZdk5gMVxKetNcxZGy3ASLb+xa7ma5S3U4EvRDFLcevwnce2Nbuqmqoz11oC0ZSo1EijnD1NkSf1PB251t4PLAV+1sS4VF+jnB0G3JWZM8sP1u4F5gM9ss5wIpw2ImI80Dq19ErgU8CMzHy13H8zcFjrQ6vacUTEHRR/SD9MMdzqPyku7AAeAP48M79bXYRqq0HO9qP4hf0bYFeKmc3elplHVhSqajTI22Je/2HnfODtwFOZua7Zceo1DXK2G/AiRU/VGOCbFL1YF1cUqkoNcjYfmAVcAdwG/DHFxDgTnImzevXyVjO79H3ALzLTYfw9RINr7WiKTqkzgZeA04D/AI7MzB73yIw9jTXKLv2vA09QfFKzmmJWxfNrmn0COKh2namI8H3cMVwGDKQYpvwd4NLyl/QnKW6MbqlZH8mJcHqGejkbTTGr4yrgGWALxY2ReoZt5i0zF5XDHRdkZmtP4xILxh6h3rV2JPAYsAZ4FHgW+POqgtTr1LvOllIsP3QVxbNXn6KYXdqCsWeod60RxXrD76L4cEY9R72cfRO4g6JXeCXwJeBjPbFgBHsaX6fsOp4EfDgzp0fEEOAvgFMoHkx9oWx3JXB1Zu5Rfj84M1dFRPTUh1clSZIkqSvsIXu9oFjAdgVAZq6kWOB2HnApFL2KmflPwNKI+FFErAVuKNtbMEqSJEl6U7ForFHOePksr5/OfTrFkJrxEbF3Zm6JiJEUBeaRFItyXt78aCVJkiRp+7No3NoNwB9HxASAzNwMPA/sSzHeGIpFOX+dmWMy8yvVhClJkiRJ259rkm3t/vLrm8Dx5bZny3+HAkuAfV0wVZIkSdKOwIlwtiEi3kLRmzgT+DlwITAV+EhmbqhzzB7AR4CfZubPnRRHkiRJ0puBPY3bkJlrI+IsivW//gD4ejn5TSPDgIlARMRUp4CXJEmS9GZgT2M7OtJj2NomIi4FTgW+kZl3NydCSZIkSdp+nAinHR0tGMtvvwusBk6PiN1b92/nECVJkiRpu7Fo7KB6xV/ZwzghIk7NzKXAj4DxwJmt+5sXpSRJkiR1L4vGDiqLw3rv17nAPRHRH5gMzAZOjIgDwd5GSZIkSb2XRWMHRcSZwHURMar8/sTWfZl5HTAP+GzZs/hdYDjFJDr2NkqSJEnqtSwaO64vcAYwMSLeA9wcESfV7P8L4K8iYlxmPkqxRMeREXFKBbFKkiRJUrewaOygzLwH+BVwGrCFYhjq5TX77yr331BuugPYDTgqIvo2N1pJkiRJ6h4WjR1Q80zivwAHAHsCjwHDIuJPa5o+BJxXToozC7gqM7+YmZubG7EkSZIkdQ+Lxg4oJ8GJzJwB3EexFuPG8v8fjYihZdMVwOPAxPK4pwEaTKAjSZIkST1aOEdL50TEYOCHwIPAT4BrgT0oJr6ZCnwoM1dVF6EkSZIkdZ+WqgPoTSKiT2auiohvAh+i6FU8F3gvsDkzv9em7ZZqIpUkSZKk7mFPYxdFxB3A74BrMnNRzfa+PsMoSZIk6c3CZ+06qWZSnC8DRwHja7c3KhgjYu+IGNLmPJIkSZLUY1k0dlI5KU6fzJxC8f69u3V7o+Mi4hPAsxRrPbbbXpIkSZJ6AovGLsjMLRHxFmAdMKODhx0OLAOOjYh9t1twkiRJktSNnAin6/4X8CTFTKp11TzjOBNYBRwHTIuIlzNz/fYPU5IkSZK6zolwuqhct3GrNy8iBmTm+rYT4kTED4HPAWdSrOP4qcyc3ryIJUmSJKnzHJ7aRW0LxogYHhH/Bny13L+53N76Hr8CjANuAXYCzo+I6yLi0OZFLUmSJEmdY9HYDSKJTIwAAAY3SURBVCLiEGAycAwwISLeX26vXavxcGBGZi4FNgKfAQ4BXqwgZEmSJEnqEIvG7tEf+BbwIeAB4CMR0b+cMKd/2eZXwOcj4hlgCPAIMBvYufnhSpIkSVLHWDR2QUTsHxEnRcTIctMzwPcz8wngx0AClwNk5oZyiOoewEHAP2fmScCNwC7Nj16SJEmSOs6JcDohIvpSPLN4LvAERSF4dWbeVdNmEPBnwNnAhZk5p9y+F7AwM9c2PXBJkiRJ6iJ7GjvnIOBtwD7AGcA3gH+JiBNbG2TmaoohqvOAK2uOfSUz17ZOjBMR0aygJUmSJKmrLBrbERFDamZAPR7YMzOXAFsy80bgl8BFEbF3zWEzge8AB0fE9RExBTgVoHVinG0t1yFJkiRJPY1FYx0RsW9E/Bi4HfhhROwJPA+8HBGH18yKegNwGPD7pTMycwOwmaLIvAi4OTN/3NQfQJIkSZK6gUXjNkTEnwEPAk8CVwPDgc8CLcBCiqGpAGTm0xQT4VxYHts3Ik4Hvg/8a2aOzsxvNPUHkCRJkqRu4kQ42xAR1wFzMvPm8vsxwHRgAkVxeCTwtcx8sNx/FvD3wDHlc4ujgTWZubySH0CSJEmSuklL1QH0UF8F1gNExABgLTALGAjcSTERzhURMaucHfUY4L7WmVEzc24lUUuSJElSN7No3IbM/C0UM5xm5vqIOJBiKO8r5bqLXwKuA+6JiOXAfsAF1UUsSZIkSduHRWMDNTOcngzMKCe4ITOfjYizgSOAgzLz1opClCRJkqTtyqKxgYjom5mbgWOBe8ttl1L0LP5dZk4FplYYoiRJkiRtVxaNDWTm5ohoAXYBRkbEw8B44JLMXFxpcJIkSZLUBM6e2o6IOAR4imKpjX/MzC9WHJIkSZIkNY1FYzsioj9wOcWai69WHY8kSZIkNZNFoyRJkiSprj5VByBJkiRJ6rksGiVJkiRJdVk0SpIkSZLqsmiUJEmSJNVl0ShJkiRJqsuiUZIkSZJUl0WjJElARIyLiNUR0bfqWCRJ6kksGiVJO6yImB0RpwFk5suZOSgzNzfx9U+OiN826/UkSeoKi0ZJkiRJUl0WjZKkHVJEfAsYB9xVDku9OiIyIlrK/T+LiOsi4tFy/10RsWtEfDsiVkbE4xExvuZ8+0fETyJiaUTMiIhza/b9YUQ8HxGrImJuRFwVETsD/wWMKs+/OiJGRcSxEfFYRCyPiPkR8f8ion/NuTIiLouI35TnuzYi9imPWRkR32tt39qTGRGfjoglZc/qBc15hyVJbxYWjZKkHVJmXgi8DJyVmYOA722j2XnAhcBoYB/gMWASsAswDfgcQFkA/gS4HRgJnA/8a0QcVJ7nFuBjmTkYOBh4MDPXAH8AzCuHxQ7KzHnAZuBKYATwduBU4LI2cZ0JHAUcD1wN3ARcAIwtz39+Tdvdy3ONBi4CboqI/Tr1ZkmSdmgWjZIk1TcpM2dl5gqKXsFZmXl/Zm4C7gSOKNu9F5idmZMyc1Nm/hr4AXBOuX8jcGBEDMnMZeX+bcrMJzLzF+V5ZgNfA05q0+zGzFyZmc8BzwL3ZeaLNXEe0ab9ZzNzfWY+BNwDnIskSR1k0ShJUn0La/6/bhvfDyr/vydwXDmkdHlELKfo+du93H828IfAnIh4KCLeXu8FI2JCRNwdEQsiYiVwPUVPYVfiAlhW9mq2mgOMqvf6kiS1ZdEoSdqRZTed5xXgocwcVvM1KDMvBcjMxzPzfRRDV/+d14bCbuv1vwJMB/bNzCHAp4F4A7ENL4fPthoHzHsD55Mk7WAsGiVJO7KFwN7dcJ67gQkRcWFE9Cu/jomIAyKif0RcEBFDM3MjsJLiucXW1981IobWnGtw2WZ1ROwPXNoN8V1TxvFOiqG0d3bDOSVJOwiLRknSjuwG4G/K4aTntNe4nsxcBZxBMXHOPGABcCMwoGxyITC7HG76ceCD5XHTge8AL5bDWkcBVwF/AqwCbga+29W4SguAZWVc3wY+Xr6uJEkdEpndNTJHkiT1JBFxMnBbZo6pOhZJUu9lT6MkSZIkqS6LRkmSJElSXQ5PlSRJkiTVZU+jJEmSJKkui0ZJkiRJUl0WjZIkSZKkuiwaJUmSJEl1WTRKkiRJkur6H4+a9ba1PUzVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "energy['2014-07-01':'2014-07-07'].plot(y='load', subplots=True, figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "If you are able to run this notebook successfully and see all the visualizations, you are ready to move to next step of this tutorial. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
